{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All about curves\n",
    "\n",
    "Some preliminaries..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.4.10.dev55+g212e99f.d20220214'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import welly\n",
    "welly.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load a well from LAS\n",
    "\n",
    "Use the `from_las()` method to load a well by passing a filename as a `str`. \n",
    "\n",
    "This is really just a wrapper for `lasio` but instantiates a `Header`, `Curve`s, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from welly import Well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Only engine='normal' can read wrapped files\n"
     ]
    }
   ],
   "source": [
    "w = Well.from_las('data/P-129_out.LAS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcHBNCiYiIiIiIiIiIiIiIiIiIiIiIiIjcXJVLCF24cCHatGkDb29vhIeHo1+/fti+fbtx+Zw5cyAIAn7//XeT9TZv3oyoqCiz2xwzZgwmT57s0Lirq9jYWKxfv97kuTlz5qBLly7Gx9batGid8rYrOUZsbCw0Gg28vb0RGhqKMWPGIDMzEz169ICHhwe8vb2NPwMHDgRgaCeZTGZ2GUmjqB19fHzg7++PTp06Yfbs2dDr9ejXr5+xnZRKJVQqlfHxM888I3Xo1U5l2+qDDz5AXFwcvL29ERUVhWHDhkn8ioiIiIiIqLKKn5uHhYUZz80B2/q5xowZA4VCgWvXrpk8P2fOHMjlcpPz982bNzvqZVRbjmq/3377DfXr14efnx9CQkLw6KOPIj093WGvozpyVNsV16tXLwiCAK1Wa9fYyXHtd+zYMfTp0wfBwcEQBMFh8Vd3jmq/uXPnonXr1vD19UVUVBQmTZrE/c+OLLXb4MGD8eSTT5qUf+CBB/Dcc88BAPLy8vD6668jJiYGGo0GdevWxccffwxRFAEA27ZtMzlmKfqRyWR4/PHHnftCiYio2rN0PQ8wHIsUXccLDAzE3Xffjfj4eOP6JXMoim+3eL7FlStXMHLkSAQFBcHLywvt2rXD8uXLHf8Cq7jyHmsmJCSUOm/buXMnevbsCR8fH/j5+WHgwIE4ceKEcXnJnInIyEhMmTLFOS+QABj6Tdq3bw8vLy+EhISgffv2mDVrFkRRtLqPkvS2b9+OTp06wc/PD4GBgejcuTP27t1r0p/p6+uLFi1aVIvPxSqVEDpz5ky8+OKLeOONN3Djxg1cunQJ48aNw99//20sM3fuXAQGBmLevHkSRkq2sqVNAbarq/n333+RmZmJAwcOYN++fZg2bRoA4Ouvv0ZmZqbx599//zWuExERUeYyksa///6LjIwMXLx4Ea+99ho++ugjPPHEE1i1apWxnUaOHIlJkyYZH8+ePVvqsKulirbV3LlzMX/+fKxfvx6ZmZnYt28fevXqJfXLcQuVOXF/55138Mgjj5TapiAIOHv2rMUyJf39999o0aIFfH19ERwcjJ49e+LChQsmZS5cuACZTIZnn33WbJ1NmzY1xg0AkydPxpgxY2x+L9yZq7Rj8XWKK9nBExsbC5VKhaSkJJNyLVu2hCAISEhIsPm1uytXajMvLy94e3sjKCgIvXr1KnVjEgAsX74c7dq1g5eXF4KCgjBy5EhcuXLFuLysTryqKjY2FiEhIcjKyjI+9+OPP6JHjx4ATN/XyMhIvPzyy9DpdMZ1rd1IZq5MSfn5+Zg4cSKioqLg7e2N2NhYvPjii6XKvfPOOxAEAf/991+pOgVBwIwZM0yej4qKqjYJUa7Qjpb2nR49euDHH38EYOhEFQQBDzzwgEmZw4cPQxAEY8xVnau0WfEkwri4ODz22GM4ffq0STlrF/UB0zYmy4rOzQ8dOoSDBw/iww8/tGm9rKwsLF26FH5+fvj1119LLe/YsaPJ+Xt12ZeczRHt17lzZ+zYsQNpaWk4f/48tFotb4J3AEftewCwYMECFBQU2DNcKsER7adUKjF06FD89NNPjgiZinFE+2VnZ+Pzzz9HUlIS/vvvP2zYsAGffPKJI8Kvtspqt2+++QZ//vknNm3aBAD4/fffceDAAUyfPh0AMGTIEGzYsAErV65ERkYG5s+fj++//x4TJkwAAHTt2tXkmCUzMxN//vknvLy88PLLL0vzYl2UIxNzLTF3bF9yoJfig40EBwfjwQcfNEncLtmX88wzzxjPO1QqFZRKpfFxv379yv/muClzbTp27NgKvTfmkpoA0wSoojJF24uNjTXuq8VjKn7uWDJRuyheb29vLFiwwI7vhnuwlmwmCEKp6+MvvfQSBEHAnDlzLG7blkTCkskyzZs3N0mWKfl/UDzp3svLy6T9vb29cenSpcq8HVVWWdfzihRdx0tMTERkZKTJMlukpKSgS5cuUKlUOH78OJKSkvDSSy9hxIgRWLJkib1fTrVT0WNNANi1axfuuece3H///bh69SouXLiA5s2bo3Pnzjh//ryxXPGcie3bt+Onn37CsmXLHPBqqKRPP/0UEyZMwCuvvILr16/jxo0bmD17Nnbs2IH8/HwAld9HyXHS09Nx77334vnnn0dKSgoSExMxZcoUqNVqAHf6M1NTU/HEE09g6NChuH37tsRRO1aVSQhNS0vD22+/jW+++QYPPvggvLy8oFQqMXDgQHz88ccAgIsXL2LLli34/vvvsWbNGly/fl3iqMkSW9oUYLu6ssjISPTr1w/Hjh2TOhSqBD8/P9x33334/fffMXfuXLanCytvW+3duxd9+vRB7dq1AQBhYWF46qmnnBFqlWDrifuVK1cQEhJi9yTLs2fPYvTo0fj000+RlpaGCxcuYPz48ZDL5Sbl5s2bh4CAAPz+++/Iy8srtZ2rV6/it99+s2ts7kTqdiyvuLg4LFq0yPj46NGjyM7OljAi53OVNjt8+DAyMzNx6tQpjBkzBs899xzeffdd4/IlS5ZgxIgRePHFF5GUlITjx49DrVajS5cuVf4k0xKdTocvvviizOVF7+uGDRuwcOFC/PDDD3at/8MPP8S+ffuwZ88eZGRkYPPmzWjVqpVJGVEUMW/evDJvOAsMDMSMGTOQkZFh19jcidTtWB41atTArl27kJycbHxu7ty5qFevnmQxScEV2qyo0y0tLQ3r16+HRqNB69atTY5ZrV3Up4oJCwtDnz59cOjQIZvKL126FP7+/nj77bcxd+5cxwZHVtmz/aKjoxEcHGx8LJfLzd6YRPZh730vLS0N7777bqkbU8gx7Nl+9evXxxNPPIHGjRs7IFIyx57t9+yzz6Jr165QqVSIjIzEyJEjsWPHDgdETSXbLSwsDJ9++imefPJJXLp0CS+88AK+++47eHt7Y8OGDVi7di2WLl2KJk2aQKFQoEOHDvj111/xzTffmP1+u3z5MkaOHIlvv/0WTZo0cfKrc32OSsy1h6LBRs6ePYvMzEz873//K7Ps7NmzjYk0b7zxBoYNG2Z8vGrVKrvF5A5KtmloaKjD35vU1FRkZmZiyZIlmDp1KtatW1dm2eLJ2jExMcZ4iwa4qI4sJZvVq1fPpJ9Kq9Vi8eLFxus79lA8WWbcuHF4+OGHkZqaarZs8aT748ePA7jT/kVtSmWzdj1Po9Fg6NChNh/LFPnss8/g7e2Nn376CWFhYdBoNBg+fDjefPNNTJw40aZkfbKuvMeagOG6xejRozFhwgT4+PggMDAQ06ZNQ4cOHfDOO++YXScuLg6dOnUyGUWUHKMoN2nWrFl46KGH4OPjA0EQ0LJlSyxYsMCYVFikovsoOU7RwAPDhw+HXC6HRqPBPffcg2bNmpmUK5otICcnB+fOnZMiVKepMgmhu3btQm5ubqmRP4qbN28e2rRpg8GDB6Nhw4bV8u4id2JLmwJsV1d2+fJlrFy5Ei1btpQ6FLKDdu3aISoqCtu2bZM6FLLC1rbq0KED5s2bh48//hj79u0zjgRF5WPtxN3T0xMjRoywezL1oUOHEBcXZ5wu0MfHB4MHDzbpaClKapo2bRqUSqXZ0ZcnTZqEKVOmVPvpzqRqx/IaNWqUScff3LlzMXr0aAkjko6rtFlwcDBGjRqFb7/9Fh9++CGSk5MhiiImTpyIyZMnY8SIEdBoNAgLC8OPP/4Ib29vfPbZZw6NyZW98sor+OSTT8rsTC7SoEEDdO3a1e7tt3fvXjzwwAOIiIiAIAiIjY0ttQ9t27YN165dw5dffonffvvNePdvkYYNG6Jjx46YOXOmXWNzJ1K3Y3moVCoMGjTIePODTqfD77//Xu0uLrlSm8nlctSuXRuzZs1C9+7djZ3eFbmoT7a5cuUKVq1ahTp16thUfu7cuRg+fDgefvhhxMfHY//+/SbLDx48iODgYNSrVw9Tp06t9seRjmbv9tu+fTv8/Pzg4+ODpUuXmh0pm+zD3m33xhtv4Nlnn0VYWJgjwqUS7N1+5FyObL+tW7cyuddBzLXbmDFjULt2bbRq1Qp9+/ZF3759AQDr1q1D+/btER0dbbKN9u3bIyoqChs2bDB5Pj8/H0OGDMFDDz1k08wg1ZmjE3Mrw9/fH4MGDWLyRTlVJHGpstq0aYPGjRuzrSrIXJsNHDgQ27dvN95ovnr1ajRr1swhx4YymQyjRo1CVlYWzpw5Y/ft0x1lXc/LysrCokWLbD6WKbJu3ToMHjwYMplpGtDQoUNx6dKlUjO1UMWU91gzOzsbO3fuxJAhQ0otGzp0aJnJ82fOnMGOHTvQoUOHSsVL1u3atQt5eXm4//77bSpf0X2UHKdevXqQy+V49NFHsWrVqjIHZtFqtcZrdXXr1nVylM5VZRJCk5OTERwcDIVCUWaZefPmYcSIEQCAESNGcHpxFzFo0CD4+/sbf8aNGwfAtjYF2K6uqKhNu3Tpgu7du+ONN94AALzwwgsmbf3WW28Z17l69arJssWLF0sVPlkQERGBlJQUqcMgG9jSVo888gi++uorrFmzBt27d0dISAg++ugjJ0VY9ZR14p6ZmYkFCxbYPTm+VatWiI+Px0svvYRNmzYZp48pbvv27bhy5QoefvhhDB061OwoMw8++CB8fX2tTitTXTi7HcurQ4cOSE9Px8mTJ6HT6fDbb79V+wsZrtJm999/P7RaLfbs2YNTp07h0qVLpTp4ZDIZBg8ebHF0hKquTZs26NGjh9UpFk+cOIFt27bZvf06dOiAmTNnYtasWTh69KjZu+Lnzp2LgQMHYujQoQBgNpl+6tSp+Pzzz6vtcZHU7Vheo0ePNp4nrlmzBk2aNEFERISkMTmbq7bZgw8+aPz8Lu9FfbJu0KBB8PHxQXR0NEJCQkxGsi7LpUuXsGnTJowYMQKhoaHo1auXST9Lt27dcOzYMdy8eRNLly7FokWLTGZxIftxRPsBQJcuXZCWloYrV67glVdeQWxsrINeQfXliLbbt28fduzYgeeff96RoRMct++Rczi6/X7++Wfs27fP4uiEVH7W2q1r165ITk426f9ISkpCeHi42e2Fh4cjKSnJ5LmJEydCp9Ph888/t3v8VY0jE3MrKzk5GX/++SeTL8qpvIlL9rB7924cO3aMbVVB5trMw8MD999/v/GG13nz5jlsoACdTodffvkFSqUSNWvWdEgddEfx63mffPIJ/P394ePjg+3bt2P+/PkmZXfv3m1yPd3f3x+XLl0yLi/r+7HouZLfj1Q+lo5Zitqu6Kf4qIQpKSnQ6/Vltk3xdinKmfD19UW9evXQvn17dOnSxbEvjJCUlFQqN6lTp07w9/eHRqPB1q1bAVjfR0k6vr6+2L59OwRBwJNPPokaNWrgvvvuw40bNwDc+fwMCwvDokWL8Ndff8HPz0/iqB2ryiSEBgUFISkpqcxRCXbs2IELFy7g4YcfBmBIHDx69CjvTHIBy5YtQ2pqqvFn1qxZAKy3KcB2dVVFbXrx4kXMmjULGo0GAPDll1+atPXUqVON60RERJgsK7oAT64lMTERgYGBUodBNrC1rUaOHIn169cjNTUVs2fPxltvvYU1a9Y4IcKqydyJe506dZCZmWmScLl48eJSJ+3lVatWLWzevBmJiYkYOnQogoODMWbMGJPE0Llz56Jfv34ICAjAiBEjsHr1aty8edNkO4IgYOrUqZg6dWqpUfCqK2e2Y0UUjRK6bt06NGzYEJGRkU6p15W5QpsplUoEBwcjJSXF2IFjSwdPdfTee+/hq6++wq1bt0ota9WqFQICAjBw4ECMHTsWjz32mHFZWTeSlcfrr7+OV199FQsWLECbNm0QGRlpkiyfnZ2NP/74AyNGjIBSqcRDDz1k9mJwixYtcPfdd1frGymkbMfy6tSpE1JSUnDq1CmHXjBxda7YZsU/v8t7UZ+sW7ZsGTIyMrB582bEx8fb9B7Onz8fDRs2RIsWLQAYzhcWLlyIgoICAIZj0Li4OMhkMjRt2hRvv/02lixZ4siXUW05ov2Ki4yMRN++fY19amQ/9m47vV6PcePG4YsvvrB64zxVnqP3PXIsR7bfsmXL8Prrr2PVqlUIDg52RPjVlqV2O3PmDD755BOMGzcOEydONLZLcHAwrl27ZnZ7165dM2mj3377DQsXLsSSJUtKTfdJdzgjMdeckgOJ3HvvvWbL+Pn5ITg4GElJSfjqq6/K+eqqp4okyVsSHBxs0lYLFy40W0aj0aBjx44YN24cBg0aVKk6qxtrbVZ0w2tqaiq2bNlSrvfXWiJh8TIeHh743//+h19//RUhISH2eGlkQfHref/73/+QmpqKhIQEaDQanDp1yqRshw4dTK6np6ammswaV9b3Y9FzPIapHEvHLEVtV/Rz5MgR47KAgADIZLIy26Z4uxTlTKSnpyM1NRUajQaPPvqoY18Ymc1N2rlzJ1JTUxEUFAS9Xg/A+j5K0mrYsCHmzJmDK1eu4NixY7h69apxZpyiz8+kpCTs3r0bvXv3ljZYJ6gyCaEdO3aEWq3GsmXLzC6fO3cuRFFEixYtEBYWhvbt2xufJ9dkrU0BtiuRM+3duxeJiYm8C8kNVKStlEolhgwZgmbNmkk+JbY7M3fifv36dfzzzz+oXbu2sdzQoUNLnbRXRIcOHbB48WLcunUL27Ztw9atW/H+++8DAHJycvDHH38Yp8Tt2LEjYmJizHbU9e/fH1FRUfjuu+8qFEdV4+x2LK9Ro0Zh4cKFmDNnTrVNairJFdqsoKAAt27dQmBgoLEDx5YOnuqoSZMmuPfeezF9+vRSyw4cOIDbt2/j3LlzmDZtmsn0RmXdSFYecrkc48ePx44dO5Camoo333wTjz/+OE6ePAkA+Ouvv6BQKNC/f38AhovBq1atMptA99577+Hbb7813mFa3UjZjhUxatQofP3119i0aRMeeOABp9TpalyxzYp/fpfnoj6VT/fu3TFmzBibRjObN28ezp8/j7CwMISFheHll19GUlISVq5caba8IAhmR1sm+3Fk+2m1Wpw7d87eIVMhe7Vdeno69u3bh2HDhiEsLAxt27YFALOj5JP9OHLfI8ezd/utXr0aTz75JP799180bdrUkaFXayXbTRRFjB07Fi+++CK++uoreHl5GW/K6927N/777z9cvnzZZBtFz/Xs2RMAcPLkSTz11FOYP38+R7mzwtGJuWUpOZDI8uXLzZZJS0vDkSNHcPv2bVy5cqWCr7J6qUiSvCVJSUkmbVU0e2PJMpmZmfj000+xefNm3hxRTtbarEuXLrh16xbef/993HvvvcYBeWxhLZGweJnbt2/jvvvu47GmE5R1PS8mJgZffPEFJkyYgJycHJu317t3b/z555/G5LUiixcvRnR0NOrVq2eXuKu78hxrAoCXlxc6duyIP/74o9SyxYsXo1evXmbX8/Pzw4gRI8zOYEX2VZSb9Pfff9tUvqL7KDlPgwYNMGbMmGqd91BlEkL9/Pzw3nvvYfz48Vi2bBmys7NRUFCAVatWYdKkSVi8eDG+//57HDp0yPjz1VdfYeHChSZZ3rm5uSY/7NSWjrU2zc3NZbsSOUF6ejqWL1+Ohx9+GI888gg7PV1Yedtqzpw5WLFiBTIyMqDX67Fq1SocP37cmFxP5SN10nTbtm3x4IMPGg9s//rrL6Snp2PcuHHGixqJiYll3jTx/vvv44MPPkB2drYzw3Y5UrejLWrWrIm4uDisXLkSDz74oNThSM5V2uzvv/+GQqFAu3btUL9+fURFRZXq4NHr9Vi6dGmZHTzVybvvvosffvgBiYmJksWg0Wgwfvx4BAQE4MSJEwAMN5ZlZmYiJiYGYWFhGDJkCAoKCswm0zdo0AAPPvigMRG/OnKFdrTVqFGjMGvWLPTv3x+enp5ShyMZV2uzv/76C127dgVg+0V9qpgXX3wR69atw+HDhwEYpgAs3k+Sn5+PXbt24dy5c9izZ4+xj+XYsWMYMWKEcbTkVatWGRPh4+PjMXXqVNx///2Sva7qwl7tt2DBAuMoQBcvXsSbb77J4xIHs0fb+fn54erVq8ZlRUlq+/fv5/m7g9lr3xNF0VgeMPRV5+XlSfa6qgt7td/GjRsxcuRILF26FO3atZPyJVULxdvt22+/RVJSEt544w3IZDL89NNPmDFjBuLj49G7d2/06tULgwcPxvHjx6HT6bB792488sgjePbZZ1G3bl1kZWVh8ODBmDBhgvGmP7LOEYm59tK0aVNMnjwZ48eP53W+cihv4lJlyeVyvPzyy/Dw8HDaTaBVjaU2e+SRR/Dpp586dKAAb29vfPvtt5g/fz4OHjzosHqqM1uu5919992IiIjA999/b/N2X3rpJaSlpeGJJ57A9evXkZubi0WLFuH999/Hxx9/DEEQ7PkyqrWSx5rWTJ8+HXPnzsWXX36JjIwM3L59G5MnT8auXbswZcoUs+tkZmbit99+Q+PGje0ZOpnh7++PKVOmYNy4cViyZInx2vmhQ4eQlZVldp2K7KPkOPHx8fj000+NNw5dvnwZixYtQocOHSSOTDpVJiEUACZOnIiZM2di2rRpqFGjBqKjo/H111/D398fGo0Go0ePNiZEhIWF4fHHH4dWq8Xq1asBGEam0Gg0Jj+8S15aZbXpoEGDsGzZMrarm3nuuefg7e1t/GndurXUIZEFAwcONE5N8f777+Pll1/GL7/8InVYZEZF28rX1xcffPABYmJi4O/vj0mTJuHbb7+VPKnK3UiVNL19+3b88MMPxing4+Pj8c8//xgPbOfOnYvHH38cR48eNV7U2LFjBw4fPoyjR4+W2l6PHj3QpEmTajvKttTJ7/n5+SYXpnQ6ncXyP/30EzZu3AgvLy8nReh6pG6zIikpKViwYAHGjx+PV199FUFBQRAEAZ988gmmTZuGhQsXIjc3F9evX8fYsWORnp6Ol156ybh+0cXh4j/VQZ06dTBs2DB8+eWXTq33888/x+bNm5GTkwOtVou5c+ciIyMDLVu2RGJiIjZs2IDly5cbPzcPHz6MV1991ey08QAwZcoU/PLLL04bIdjVSNWOQPn3nbi4OGzZsqVaJ/AC0rZZEZ1OhwsXLuD555/H5s2bjZ3etlzUL6LVak3anqPOWFejRg2MHj0a7733HgDDhYji/SQ9e/bE3Llzcf/996Np06Ym/SwTJkzA8uXLkZKSgg0bNqBZs2bw8vJC//798eCDD+KNN96Q+NVVffZqvxMnTqBTp07w8vJC586dUb9+ffzwww8Sv7qqzR5td/v2bZPna9SoAQAIDQ2FSqWS8uVVefba9y5evAiNRmO8kKvRaFC/fn0pX1q1YK/2mzp1KtLS0tC/f39jv3a/fv0kfnVVV1G7vfjii3jjjTfw008/GT/rGjVqhIkTJ+LJJ5+EKIpYunQp7rrrLvTt2xfe3t545JFH8MQTTxinE1+6dClOnjyJmTNnmlyXYBtaZ8/EXHt79NFHcePGDfzzzz/G5/R6vcn5AZPuSytv4pI9vPbaa5gxY4bJ+XpBQYFJWxUf3IdMldVmL7zwAtatW4du3bo5tP7AwECMHTvW+D1aJC8vz6QNS45ESZaV93reK6+8ghkzZtj8uRYUFITt27cjNzcXjRo1QlBQEGbOnIn58+dj2LBh9noZhNLHmtZ06dIFa9aswZ9//onw8HDUrFkTBw8exPbt202+L69evWo8XqlZs6bx+gM53qRJkzBz5kzMmDEDoaGhCA0NxdNPP42PPvoInTp1MrtOefdRchwfHx/8999/aN++Pby8vNChQwc0adIEn376qdShSUYhdQD2NnLkSOPUqMWZ65zWaDRITk42Pi7rbrI5c+bYLT4ylZCQUOq5MWPGYMyYMcbHZbVpp06d8PDDD5d63tZ2Jccw16YAsHnz5jLX6dGjB6f4cDFltWNJ/HyUXmXa6sEHH+TogpUwcOBAKBQKyGQyNGrUCC+//DKeeeYZp9Xv7++Pf/75B5MnT0ZWVhaCg4MxbNgwTJo0yZjUdPDgQYSFhRnXCQsLQ9++fTF37lx88sknpbY5bdq0anenlNTtWKTkHZ4//PADFIqyD9WLT4Ne3bhKmzVv3hyCIEClUqF58+b47LPPTKbKGjZsGDw8PDBt2jQ8+eSTUKvV6NOnD3bs2IGgoCBjuZ07d5aa3qmgoMBi+1cVb7/9NubPn+/UOj09PTFx4kScPXsWgiCgXr16WLp0KWrVqoXp06ejRYsWuOeee0zWeeGFF/Dpp5+anVokLi4Oo0aNwrfffuusl+BypGhHoOx9xxLe9GIgVZvt2rUL3t7eEEURwcHB6NGjB/bu3YuGDRsayyxduhRTpkxB3759kZSUhMjISIwdOxaTJk0y2dazzz6LZ5991vh45MiR+PXXX532WtyBufOE4p9V5TmXa9eunbFj+5NPPjF7HEn25aj2e//996t9YryjOartiouNjWV/p4M4qv0CAwPZZk7gqPbbtGlTZUMjC6y1W0lTpkwx3lDk4eGBjz76yDhaZUmjR4926Ah6VVnxxNyDBw9i9erVZhNzt27davMxvL2oVCpMmDDBZKT6RYsWYdGiRcYykZGRvOZUQvHEpaVLlzqlzgEDBiAgIAA//PADnn/+eQAoNVrvm2++iWnTpjklHndTvM18fHyMzwcGBjptlP8XX3wRtWvXxpEjR+Dr6wvAMHpocevWrUOdOnWcEo+7s3Y9z9yxyrBhw4yJnCVzKMrabkxMjMlnItlHeY9ZzJ23denSxWrOBJOspVVWbhJgfR8laUVGRmLx4sVml5X1+VnVCSJ7IoiIiIiIiIiIiIiIiIiIiIiIiIiI3FqVmjKeiIiIiIiIiIiIiIiIiIiIiIiIiKg6YkIoERERkYvatm0bvL29zf6Q+2A7uh+2mXt75plnzLbdM888I3VoVA5sR/fDNiMiIiIiopLK6l/Ztm2b1KFRMQsWLDDbTo0bN5Y6NLIRz8mJiIioOE4ZT0RERERERERERERERERERERERETk5hSWFs6YMQP+/v7Gxxm5WiQkZ6F2DW94quSOjq1cdDodAEAud624ysueryM1NdWk/eKvZ8BbrUBUgKbS23YEd2xDR8WcmpoKHx8fi9tOzynAxZRs1A3xhofSNd4zd2xDwP5xl9z3KsJd30tncPR7Y4/2s1VVa2epX0/JtkvJzENiWi7qh/pApXDdQdGlft9s5ex972JyFnIL9Kgf5uOQ+uzJXdoQcEysJdtOL4o4fjUdoT5qhPh62K2eynLFdnKFmKx977lCjK7iaGIaQn08EOKrNj4n9ftj63GL1HHaQ2p2AS7fznbY97qz36Oqtu/dzMjDjfRcNIn0g+CkOqV8j0r3t6TDS6VAdKCn02OxN3f73ytLWa+jZNulZefj0u0cl+zrLMld2saRcZZsv4TkLORr9agX6vrnDNa4S/vawpb9T6cXceJaOsJ81ajh4zrnDBVR3doOAG6k5eBmZj6aRPhBcNYXfyW5Wzs59jpROrxUckQHelV6287AtvM3Pnan4xZr3K1dLbH1s5PHLa7J1vZzRH0pWflITM1BgzBfKOXO+0J1hfZz5jmDo+urSir6PokicOxqGsJ8PVDDR219BQuceY0WKN9rztPqcfpGBmICPeGnUTo6NLtz5jU+e9V1+kYGPJRyxNipv82VPwukjo2fnbaryPuSr9Xj1I0MRAd4wt/T/p8fqampmDRpUukFogXfffedyeON8TfEmq8uFw9cTLG0miTS0tLEtLQ0qcOoNHu+jpLt1+nDDeLExYfssm1HcMc2dFTM3333ndVtrzp6Taz56nLx0KXbdq+/otyxDUXR/nGX3Pcqwl3fS2dw9Htjj/azVVVrZ6lfT8m2m7/9tFjz1eXixaQsiSKyjdTvm62cve89Pfc/sdtHGxxWnz25SxuKomNiLdl26Tn5Ys1Xl4tfrT1u13oqyxXbyRVisva95woxugK9Xi/WfHW5+Nm6UybPS/3+2HrcInWc9vDXgStizVeXi+dvZTpk+85+j6ravvfVBsNxV75W57Q6pXyPSrZfh/fXiS8s2CtJLPbmbv97ZSnrdZRsu5UHE8Sary4X9yW4Xl9nSe7SNo6Ms2T7Pf7zLrHXJxsdUpezuUv72sKW/S85M0+s+epycfaGk84MzSGqW9uJoih+svKoWPPV5WJegfO+9yvL3drJkdeJOn6wTnz+1z122bYzsO3ucKfjFmvcrV0tsfWzk8ctrsnW9nNEfQv/uyjWfHW5eDU12yF12RKDVJx5zuDo+qqSir5PeQU6seary8WvN56pdAzOvEYriuV7zaevp4s1X10u/ns40cFROYYzr/HZq67en24Wn/11X6W3U8SVPwukjo2fnbaryPty/lamWPPV5eJfB644JKayPjtdd7gsIrJo8rJjAIBJS45IHAkREREREREREREREREREdmiaExQUZQ0DCIiIqqimBBK5KaSMvMAAM/3qiNxJERERA7AnjC3xZYjIiIiIiIiIiIiKptMMKSEsi+ViIiIHIEJoURu6PjVNOPf9zaLkDASIiIixxGsFyEXJghsQSIiIiIiIiIiIqJSCrtO9XqmhBIREZH9KaQOgIjKT1YsweK5hQcQGaDBU11rIchbLWFURERERERERERERERERERkCW+lJyIy7+zNDPSeuRUAcOZmJn7bcwlqpQwKmQyCYMiVkQmGQUk6xAXBz1MpccRErokJoURuKCbQE4NbRWHpgStYfuQaAMBbpcDzvepKHBkREREREREREREREREREZWlaHYlkQOEEhGZKMp/KfLan0ctlt/7Zm/4eCjgoZQ7Miwit8OEUCI3k5KVj1ZT15k890DLSDzTo7ZEEREREdkf+8HcFzsxyV0kZebhqw1noBNF6PSAKIrQ6UXoRUAvitCLIvZeSMHVtFzjOp+vP4PP15+xuN1VE7qiYbivo8OvsrLztZi36yLyCvT4bP3pUsvv+mSzzdv6blRr9GkcZsfoCAAy87SYv+siVh27hiNX0kyW1X1zldX1V7zQBY0j/BwVniSupefh7yM38PeRFVKHQsXUDNRgy6SeFsukZhcAAAZ/u9MZIVUbfz7ZCq18Hf9duPl0MnQiEPsa9z1Xs/XFDrD0LyAWnjR8uPYcPlx7zklRkS1Gt4vEew+2sFjm9M0sAEC9yda/96niXugRi5f7NpY6DHIhPG5xXZ8PbohBbS0f+/C4xXVZO25xFK1ODwDYk5CCmCBP5wdAZCdiNbmak55bIHUI1cbwdjFW++CLa/v+epPHO17riUh/jb3DInI7TAglcjP+GtMhrw9PuQd+Gg6DTUREVY/AeXOIyAFSs/Mx6JsdSEjOdsj2N8bfREpWPjrVDjKO9kBly87X4un5+7HtTJLdt7319C2E+XqgQbgP1AreIV4Za49fx1Pz99tlW7vOJcNPo0RUAC94kWNdTMmxWqZ6XLZyvgKdc95ZJ1VDFWCtadh0ruvsrSyrZfK58znF5dvWv8eoeuGe57rScrVWy/Cj03VJ1TQalaGf4n9/HMbgVpHsQyK3UqDT42JyFm5l5OPbLYYbvD5ecwrD2kYj2FstcXT298/hq3hh0UEAHBDDGUJ9PZAwfYDZZauPXcMzvx6wuL5aIXNEWERmiaKI5xYdxIoj1xDpr0HDcB9k5GqRmVf4k6tFRp7hWFEuc+53PRNCidyMrNiHROMIXyaDEhERERGVw82MPIclgwKGzs/iJvSqixd61XX6yb67uJme55BkUABY8N8lLPjvEjrWCsKipzo4pI7qYs7OBLtta9qKk5i24iTWv9wddUK87bZdoopIz+EIH45wJTUX7aUOgiSVxn3LbSXYkEzPREXnSEjm+0ymeNzius4lOa6PgRxPquOWrnVrGP/efT4FHWsHSRIHUXnk5Oswf3cCPlgZb3a5Xl/1siXztDpjMigARAVw5Ekp9W0SjlUTuiItpwDDf9htNkF37s4ETLynvvODo2rpg5UnseLINQBAYmoOElNNz+N81Ao83jkOgV5K9Khfw9wmHIYJoURurGaQJ26m5yLYW22SKEpERERERObVC/Ux3mF89EoaBn693aH1fbHhDL7YYPsUNwDwTPfaeK1fAwdF5FpUChk61Q5Cdr4Ohy6nOqSOXeeTnT4t38Kx7dGpTrBT63SUtOwCBHip0CrGHwcupdptu71nbrHbtiypVcMLa17sBqWcowNUN11rB1gtE+7n4YRIqp9W0c6ZczM6wAOXb+c6pS6ynYdShjBfy6MCyTgClssa3S7Sapl2Nf1x9haTnxxtaOtwqUMgF8PjFtfVv3GI1TI8bnFNthy3OMLehBQMmb0LADC0TRTaxFo/dyGS2prj1/F0idlj3hnYCJ3rBKOGjxp+GmWVGum2QKfHg7N24mhimvG5cT1qo2UM91epNQz3xc5zSWWO1vrVxrMY0CwcDcKc0zdB1dvEe+pjx9lk1KrhBYVMQHquFhvjbxqXZ+RpMXvLOfwypi1y8nXw8XDegH9MCCVyYyuPXsfKo9cxqEUEPn+4pdThEBER2Q2n3XBjbDtyI02j/IzJoTczctHu/Q0SR2SQkVt9Rn75auMZ7DyXLHUYdncrM0/qEOxm8b7Lxruc3dH5W1nQ6UUo5VJHQs627dxtq2WOXM1wQiTVz+ID1/DqAMcnxTOpwjXlFugRfyMLIUFlXyjV6vVOjIjKY/q683imV0OLZRbuu+qkaKq31/8+heEd60gdBrkQHre4rpeWnMCuNyIsluFxi2uy5bjFEZ6YsxcAMKBZOGY81NypdRNV1LlbmaWey8zTwkMph7+nSoKIHEunF02SQQFgcOsoiKJYpRJf3dWIH/6zuNxLxVQ4cg4PpRwrJ3Q1u2zdiRt4ct4+AMBjhd/943rUxqS+zhkMhHsBkRva82Yvk4vVozvFShcMERGRg/CU2r2x/cgViaIIvQjoRRE6vQhRBHSiCL0oQiWXYePE7rj/6x3IyNM6PJZHO9bEu/c3cXg9UhJFw3sswvCeG/4u/F3492t9G6Jr3RomnxmCALz4+yHkFkiXLNI+LhDznmgHtaJ6ZBEW7RvG38XaaXj7GMQFe6FAp0dRf/fqY9ex7JBzkkG81Qqsf7k7wkqMiJSeng4A8PXl3f5UceESjAZUHcQGcgq96i7Iy/KIFwLPFtxazUANLtowtTwR2RePW1xXXLCn1CFQJVg7bnGEt+5thFeWHMGKI9fgrzmK9x9o6vQYiMrr2e61cTM9D3N2Jhif+2TtaXyy9jTmPd4O3eo5dypkR/NQynHs3T4YOnsXTlwz9EH1+rT0bDe7X+9Vqs+K7E+vF5Gv0xt+tHr4eyqRmm1+UIXFT3dEdCC/m0l6dzcKRd0Qb5y5eSehXqVw3ixWTAglckMhPh7oUCsQu8+nAAAenLUTkwc0ROMIP/h4KODjoYC3WgEfD6VTP1CIiIiIiOxt6+lbGP3zHqvl5DIBPh4K6Eskeur1hQmghQmJrmLurotumxB6OSUb/b7YhkwnJM5K5b8LKcjJ11WJhNAVR65h/MIDUodRYZl5WlxKyWbnOjnEvP+uSB1ClfTq36cwjKPaVWs/77qCT2uGlrlcdKWDMio3JoMSSYPHLa5r53nrI9OT67J23OIIQ9pEo31cELp9vAkL/ruEc7cy8UqfBmhdk1NRk+sSBAHP9qhtkhBaZPTPe/D3+M5oHu3v9LgcyVutwMoJXfHCooP453DpG6PD/TzgqXb/vkNXdTE5C90/3lyudQY2j0DTSD/HBERUAWte7IZab6w0Pv58/RlM6FXXKSMNMyGUyE399lRHPDlvH9aduAEAmLbiZJll+zcNgwABK45eQ7u4QDSP8oNOD+j0evSoH4K7GoQ4K2wiIiIiIqv0ehHfbzuPU9cz8NfBRJvW0elF1Av1gUoug1wmQMSdESp9NQrUruENmSBAJgiQywydmHKZAJmAYs8bHguCgOVHruJicjb0omgcxUqjkuPd+xoj0EsFQQCys7IgCAJ8fbwhwLBe0fpF283O10FWeG5viMnwd71Qb7u/b85y4lq6XZJB28cFQhDuvCeCAET6e6JJpC9kggBBgPF9vZCUhZ+2X8CzPWqjc+1g4/tcvM0MDG0ulFgfMPwtlxme9/VQmtwpXpVHm/z7kG37UFk61Aos9VzLmACE+XoY3mNBQGpWPj5ddxoNwnzwSp/68FQpIJcZ9jUAhW1StG8UthkK26jw72BvFUJ8mfRJzjXhrjhM/LPs/hSqmF8eaSZ1CCSx57rVtLhcIecN7O6sT8NgrDmZJHUYVZ6aAz1QCc93j8Ury+KlDoPMGN0+UuoQqBKsHbc4SkyQJ94Z2Ajv/HsCu8+nYPC3O/H1iJa4t1mEJPEQ2SLER43pDzbFrvPJ8FTJcSwx3Tit+v3f7MDT3Wvh9X4NJY7S/r4c3hKjOtbEkNm7TJ6vGeTJYzYHCvGx3E/Yv2kYZIKAl+6uh6gATZW4sZ+qHplMuhlSmBBK5MZ+GN0GAJCSlY9raTlIyylAZq4W19JyMeWf4wAAhUzA6RuZOFs4DPGeCynYcyHFuI25uy7aXJ9MALzUCvw1rhPqhPjY8ZUQERGZ4ngx7ktk65Ed7L90G9NXlf9CV/HjXHOUcgEFusr9j47+eQ/axwUiMkCD/HzDtDQeahXe7N8QAV6qSm3bXfRpHIaE6QPKvDveVv+Zba8ULLUwmOW3m88VTmUuGqeh14uGUWAB4MXedeHvWT3awVbfj26DxNQcdJ6+sULrF81MYe05AIgJ9MTehNuFo/OKxrZpXTMAA5vzoha5ng2nmNDkCFNXncFdTaKlDoMktO1cCuIigstczgnj3RuTQZ0jT6uXOgRyMUeuZkgdApVh3n+JeO+BFlKHQRV05laWxeMWRxrTOQ5jOsehzbT1SMrMw3MLD+LHbRfQNjYAD7SMQqOIqnfTKrk3QRDwcLsYDG0TbTLiXZFT16vud9Xkv46Vem73+RQU6ESomXXlEBqVHAnTBwAAJi05jMX7TEdLX3n0OhqG++KFRQcxsHkEnu5WyymjLhKVx+7zyaWeW3viBvo0DnN43fxoIqoCAr1UCCxx8fnRTrEmj6+n5aLDhxsqVY9eBDJyteg9c6vZ5X4aBfK1euhEmIz4UnJ0H1mx54DiozLdGb1HJissU2z7QonHEO50IBf/cn+qay0MbcsLD0RE7o4nbu6NzUeV0TY2EAvGtsf1tNzCUQaLRoIUoCj8WxAMyeN6vQidvnB6eBEo0OkxedkxZOSajmA5pHUUrqblYMfZ0ifg5fXfhRTggulzS/ZXbPq+DRO7o3YN9xwtdNoDTdAw3BceShk0Sjk8lHJ4KGVQKWSQywx3x+tFERCBzzecweHLqXapd/aWc2UuMzdtVUk9G4QYz58ebBWJTrWlufDjTJH+Gsx9vB3O3MiAh1IOT5UcGqUcaqWhrUTRkM6/+1wyvtt6vsL1rD1xA8CNUs/P2ZmA5xcdNLtOVIAGHWsFQQTQu2EI+jYJr3D9ROUVE6CROoQqqXvdIKlDIInVtzISuo5TxhMRlVuEn1rqEKgMw1rxHMadhfpKv2/tfbMXTl7LwO97L2Huros4dDkVP2y7YEyEInI1ZY14l5SZhw9XnoS3WoHxd9WRdGQ8e5vUtz6emLvP+PieRqFQyAW8sOgg+jQOxdA20bym5UCjO8aWSggFgJPXDLM+Hb+abjLARPu4QPz+dEenxUdUlgOXbpd67un5+53yHc+EUKJqIszPw+KHyrxdCfhywxmkZhdAq69Yp2xaTuWnjbSHSUuPoFVNf5vLZ2ZmAwC8c+8cpPl6KDldIREREZGEOtepeJLe/S2sT9em04t4+Ptd2JtQ+oTcmXLydZLWXxm+Hko826O2TWXvahBi9vnLKdnoOmOTPcOyamP8TePfS/ZfqTYXWLrXq4Hu9WpYLHNX/RC83r/01F513lhZ4fNEa67czsEfhQnVS/ZfwalpfTnFEzmNnklpDuGl5j5c3QV4KqUOgRzIQylDbgFHryRyNk5J67oi/HktyZ1plNIeu+r0Imasicd3W0xvzvyxcJZIIlezNyEFyw9fxbgetbH9bBKOXEkzLjuWmI5jiYYEvbScAky+t5FUYdpVRm4BCnR6PNk1Dj9sM4wSYLgp2mBj/E3c2ywCXhwq1GGaRPrhh9Ft8OJvB5FlQ396/6a8WYNcw7gedfBQqyi0++DO4H2DW0U5pW5+IhERsvK0ePvv41KHYVdljWJaHmtf6oZ6oT52iIaIpMTpq4mIyBy5TMA79zXGgC+3O7SehWPb3xklX3ZnVHwBQLC3GjV81MjT6iDgzrLiI+dXdeF+0l84i31tBQBg2sB6eKQzp2Mzp2aQJ87dynJKXfUnrwYAvNq3gc0Jx0TmDGlpfeqlRmHuOUKzKwvyUuKB5o6f9goAovw9cCU11yl1ke2aR/rA18PyZQcmY7u3wS3CsGDvVanDqPI+G1z6Jh2q3gKZbO+y2tf0s1qGxy2uyZbjFkfS6UWM+uk/7DxnmM2mV4MQTLynPhqG+1SbfiFyL1duZ2PI7F3Gx74eCkQHauCvUcFPo4SHUo7TNzJwKSUbw6rAbJ65BTp8vOYUftpuSAJVygVEBWgQ7K2Gp0qOneeS0aFWID4a3IzJoA6WkVuAJ+fts1quQ61A/PYURwYl11I8GRQwzFrmDPxUIiKoFDJ0rRuMbWeSpA7FoWKDPCGTlZh2HoBer4coAjK5zLisbWwgYoO8nB0iEdkRu0vcm8gLhG6LTUeuTBRFZOfrIBMEiBBRoHP8P+yIH/8r9zqjOtTE1EFNHBCN61HIZfDxUCAjV/rZBib/exqT/z1tU9mT7/WFRlV9RsDzVDm/++ij1fH4aHW81XLxU/vCQ+IRXcJ91WgX648vRrj/CC7p6YaRPHx93Ts5uuh1WJPpxqM0u6rkrAIkZ+XDGenc9UO94KGUYf3Eu5xQm2NVlX0PsG3/kzHBwWV52nB8cy0tzwmR0IlrmXhA6iDIpagLj3mXPtsJrWsGSBxN5VS37z2Axy2uytb2szdRFNHjk824mJxtfG7dS91Ql4PUkAu7kZ6LLh/dmeXHFfpjHK3BW6uNf4/rURsv3V0PSjlH7JaCj4dtN8bsPp+C7WeS0KVuxWcfI7K3bvVqYOvpW8bHI3/8D2ff7weFgz9PmBBKVM2IoojTNzJxOzsfelHEt5vPOTUR9OW766FvkzsjRZhLGinqE44N8oLKCdOgVKWTVyIiIlfBS7zkTBvjb+DxOdbvEHZ1RcfBg1pGSBtIBcxcdxpfbjgjdRhO0a9JGJRy9/2U23zqJsb8slfqMOyiT8Ngl+iIz9PqEX89E6uPXS+jRNGJb1n/N9aWV0b56s7JMVyQ1GiyyyhvT4573Tk52WgQ6m31PF8pc9992ZWpnbRfiiJwKSXHgfue8/bN0vueI+u2pnJ1B6r1aBBqefRd7nmu6/6mIVbLaJTSf/dWB5wenMqy7cwt3MpwRGK2874Xy3/MKeX3omV5uTnoVifQajketziK449bHKV4MuieN3shxEf6GVSILJm3K8HkcVVPBgUM0zovPXAFgGFa+Ec61ESEv0biqKqncQv221w2MoBtRK7l1b71TRJCAeBaWi6iAz0dWi8TQomqoHO3MjHsu91IynTs3drNovzw0eBmaBhuuMDCxEoiIiIikoJjLoY5zqMda8JDKcc9jUNRP8wX3lVgSqELSc6ZTrwyGob7onVNf+gLrxcJMIxQ1qthCAryDFP3eXqW7oQxdxPbrvOG6dyCvdXG8yF3kZSZL3UIJoa0joJcJkAQgLhgLzSJuDPdYvG3vmQ7ZGdnQQSw85zhBsfYIC+Hd6KVJSW7ACnZBXjmV9s7p8k5EqYPsLj8eoZr7Q9VxZ6LqWhey/HTxm88bfgs5r7nehY/0RLtLPQPclIB17Vo/zV8OMRymZ0XUp0SS3X39daL+F//6jFrANnm9E3DOdfn66vHjXjupEOsP357prPFMjxucV3WjlscQRAM58BF57mnrmcwIZRc1vsrTuCHbRekDkMSU+5rZEwIjb+egU7TNwIA5j3eDt3q1ZAytGpn5dGybqi4IzpQg6n3N8GllGxcSsmGQiagQ60gyHkzMElswJfbTR57quSIckLisvtfdSIifLDyJL7feh7hfh64lpZrsWzx4Yh91Ap8PbIV5IIAtVIGuUxAiI8aUQHSXEQjIiIqwguERFQew9rGYFjbGItl9HrRZFpyESL0IqDTixg7dy8OX0lzdJhGc3ddBACE+3mgdU3rI4m4g6+Gt8RXw1vaVPZ6Wi4y87SQywTIC4dFzdfp0XvmFkeGiJPX0nHyWunp4Obvvlip7f45rhNaxbjPlI0PtY7CQ62jrJa7lJwNrV5vSNaEgAvJWXj05z12j+eP/Vfstq2T7/WFxoapbomKePH/xSFiAjkaR3Xn58HLDu7Kx4a2i/L3wO3sAidEU701CpNmxDpyXTxucV3NIjnNtzuT4rhl9bHrJjc9to8LcnoMRLbqWDuoVEJoiI8a+y/eRuMI3yo7Umi+Vo8OH2wwuyzYW+3kaKjklNvmXE7JKTUr0hNd4vDWvY0cGRqRRfsvppg8vvBhfwiCc5KU2TND5MZ+3HYe01acND4ungz6eOc4eKrkkMkE+GuUGNkhBmpF1TwgIyKiqslJx8NkZ0zmJalodXq8t/wE5u2qXHKfM1lLYq0KbmXkoe3766UOAwDQpmaAyR3hxb9ndDodAEAhV5hdbu47SYCAhuE+aBrpV3qhm9Hq9Gg1dR3SiyVNO0P7OENCtMl7XcZUfyXbQ6s1tJlSYWizvk3C4CHRFLbhvmq0remHL0a0sVjOWZ19lVFVZv4oeh3WRPobRuFZ8kxHtK5pPrHbVdrNXdrG1vfeHnrVD0JCcg7WT+xhsZyrtKEl7tK+trDlf0BW2Cav3V0LT/dsYLGsq7dfdWs7AOhRNxBHr2YgfmrfMqc1d7V2c7d2cuZnKbkPW45bANfb/8xxt33SElv3Vx63uCapPm+/3HBnpN+mkX5QlfF9SuQKejYIxYUP+2PW5nP4eM0pAMDNjDwM/nYnAOCeRqEY1jYavRqGShmm3akUMrzYuy4+WBlv8ry1mUjIMZ67q47VhNCSetSvgae61XJQRETWXUjKwuBvd5k8dz09F+F+zrmRmgmhRG7q7M0Mk2TQ2Y+0Qt8m4RJGRERERHSHO3RgU9WSkp3vksmg345sBZVCZkh8EAwJEAKA9rUCq8UNW+XtqHOURU92QMfaZY+4UZUuaFVEUma+05NBvxzeEvc1j6jw+q7WZoYp//jd567Yfu5LEHjc6c6477k3GduPSBL87HRfPG6hIi1j/HGicAaTIW2iIIoi/zfIpQmCgPF31cH4u+pArxex+3wyRvz4HwBg7YkbWHviBg6+dTcCvFQSR2pfT3WrjbaxgXhg1k6pQ6n22sUFGpNxD166bVObzHmsnaPDIipFFEVMW3ESP22/UGrZj6PbOC0ZFGBCKJHbKvkBcuZGJvo2kSgYIiIiIiKJ3MrIw+ZTN7HuxI1Sy7rVq4FATyUAYNmhq84ODQDw7IID2D+5N4Kq0VRCX6w/g8/Wnza7rGvdYGw7k+TkiIDhP+zGmE6xeOe+xk6v25W99+8J/LyjdOeUIMBk+jpHeGHRQbyw6CC2vNIDNYO8HFsZERERERERkYuYMrAxFvx3CQDw9t/HMbRNdJWddpuqHplMQKc6wSbPtYsNxM87LiBPq8ehy6moH+qDV/s1gLfa/dORSiYePj1/H/K0emh1IvK0OnzwQFPUDfWRKLrqYfuZJMzdlQCZAKgUcqgVMoxsHwOFTMBcCwNExL62AkfeuQe+HkonRkvVnV4snctVZOy8fQCAr0e0xL3NKj5Qgq3c/xOYqJpatOeyyePHu8RJFAkREZEDcN5xIrJR75lbkJZTYHaZq4xOOeaXvajho4ZeFKEXDXeJhvt54J37GsNTVbVOyy8kZZWZDApAkmTQInN2JiAlKx9C4UitDcJ88GTXWpDJqucoHIcup5pNBgUcnwxa3NPz96NBmA9axgRgdMeaHBWFiIiIiIiIqjSxWOf33Y1CkafVMyGU3MrOc0kI8VHjZkYeAGBPQgr2JKQYl++5kIKudYNxT+MwqUK0C51ehJdKjqx8nfG5NcdNByX4ZO0pfDeqjbNDqzZEUcSjv+yBTs+LhuQe5DIB5z/oj21nkyAASM0pwO2sfCw9cAVHrqQBAJ5beJAJoURUtsYRvjh+1TCdwCMdYrBozyX4e6rgr1EiwEsJP40KAZ5K+GqUUMplEkdLRERUfkwHcU+iM7OIqEq7cjsbg77ZiaTMPKlDqbSjiWlmn+9St0alpsyW0uHLqXj0lz1IzTafjOuq/jlsOlJs27hAtIoJkCga59DrRXy0Jh7fbTkvdShmxV/PQPz1DCw7dBWdagdxVAUiIiIiIiKq0tQKOb4f1RpPzd+PdSduoOV7a3H+wwFSh0Vks0d+/A+W8vOmDGzk9smgAHD6RoZJMmhx797XGPVCfdCqpr9zg6pm1hy/UalkUI4OSlKQyQR0r1fD+PjvQ4nGZFBnYkIokZta8UJXPLfwAJYfuYYl+68gt0BfZlmVXAYvtRxeagUCvVQI9FIhLacABy+lAgDGdIpFkJcKMpmAfK0eexNSoFbIoJDLoJQLUMhkUMgEKOQCFHIZBAB6UYRWJ6JP4zD0bhTqnBdNREREboMJvVRZZ25kSpYM2rNBCBpH+EIuEyAXBMjlAhQyATLB8Fsul0EuCCjIz4VMEODlqTGOOikIAmSFf8sEQBAECDDcGVq8jLdagdY13TcR8Ydt5x2aDKpWyOChlEOlkKFDrSA0j/KDvLANZDLB5DNGBABRRJ5Wj7m7ElCgFaEXDeNtGHLUDSOzdqwVhHsah0IUDeczYX4eVT4ZFACy8rUOSQb1UMqgUcrhq1Hi4bYx8FDKCv/PC1un8AaBHWeTcehyaqk2EUXg/haRaBblB70oIibQk8mgREREREREVC3c0zgMQ9tEYfG+K9CLwLgF+zGmUxwaRfhWiWm2qWrb+2Zv7E24jTytDsevpuP7rab9Tl3r1ihjTffSMNwXq1/sisTbOdDqRSRl5uHNv44BAKb8cxwJ05nI7WiL9122XqiY4e2iC/vlBc6wSy5h86mbmPDbIZPnxnSKRYFO7/CB/Xg0QeTGvh7RCl+PMIz4kpGnRVp2AW5n5yM1pwCp2fm4nZWP9FwtsvN1yM7XIiNXi5SsfCRn5puMUjRnZ0KFY/hj/5UKrRfqq4aXWgEvlQKR/hqIhRcEi7SuGVCtp28kIiIiqu7uahCCCx/2h1YvQqcXUaDTQ6sTsTH+Jib+cdihdW+Mv4mN8TdtLv/7Ux3QvlaQAyNyPV883BJd6gTjg5UnIYpARp7WrtvP0+qRpzXc9Pbv4av4t8TIniWdfK8vNCo5xnatZdc4qgIfDyX2T+6NF347iCNX0qDTi8guY3SD8sgt0CO3QI/b2QX4aHW82TLD20Vj9qjWla6LiIiIiIiIqKqZ8VBzDG4VhcnLjmHl0etYefQ6AOCxzrGYMrCxxNERlc3fU4Ub6bmY8s9xs8vztWUPZOVuGoT5okGYL/ZfvI2n5+83Pt8o3FfCqKqPnx5tg9M3MvH4nL1ITM2xWj49R4tvRrZyQmREtulYOwhBXiokZ+Ubn5uzMwFzdiY4PKmcCaFEVYBMJsBPo4SfRomYIE+b1ll97Dqe+XW/9YIOciM9D4BhxCdzU2iuPXEDH66Kh0+Ju+Ce6lYLz/eq64wQiYhIQpx0nIgAQ8LZx2tOITXbcLIsFI7QqZQLKNC5zifF2hM3ql1CqFwmoF+TcFy5nQOF3HDX9cx1p6UOi8oQ5K3GmE5xOJqYBrkg4LP1zmmrRXsu48MHmzmlLiIiIiIiIiJ3075WED54sCn+PHAFi/YYRsL7ZUcCE0LJpQz/fjd2nU8uc/nA5hGYMbgZNCq5E6NyrgKdaZLriWvpiH1tBZY+28mtZ4FyJZvib+KxOXtLPS8TAFtnjW8YztmHyLWoFXJ8MrQ5HvvF9H+7T2PHz8LMhFCiKub41TSIIpCVZxgZNCtfi1mbzsFTJUejCF9k5+uwpIKjekqh5EhDn647zYRQIqJqwjjlLLkV10nRo6rgj/2X8fOOCxVev1G4LzrXCYJSLiv8EaBWyOGhkkMpEwxTwhdOQy4Yp3m/M9W7zDjFu3H268Iprw0PsrOzoVHJcU+zGDu8Wvfz9j/H8PchyyN3luWeRqGoG+oNuSAUvteG9/vOlOIwmUWgaFr4os8YUTQslwkCnu5eu0p3ONvD1dQcPDlvX7nXC/RSYUS7GMgEQC6ToWgCh6J2KmoRw98wtlHRsqe61rbXSyAiIiIiIiKqUsbO3Yv1J+/MUBMT6Il6od54tgfPpUka28+lYNzv2wAAkf4ayGUCsvK0JiPblXTivT7wVFXttKPtZ5LwyE//mV0W4qN2cjRV0/oTNzC2jL7LomTQQS0iEOytRoS/Bkq5gPNJWcjJ16FplB9GtIvhNUVyWa1iSieNt48LwtmbGagZ5OWwqeOr9iczURVVoNPj190XcfpGBtQKObLytDZN3X72Via8VAqTC9oAMKZTLAI8VZDLDKONyoU7F8blMqHYczA+Z7JcEJCn1WHFoSt4pF0kAv18oJTLoJALUMoMvxVywXixVwBQ9H0sQABKfDcXj6+oXNFjjZIXeomIiNwCz73JDh5pXxMhPmq89+8JXE3LLff6J66l48S19FLPH55yD/w0ykrHl55u2HZ17WyaOqhJhRNC1564gbUnbphdtvl/PRAb7FWZ0KiECH8N5jzWFmN+KX2XvSUpWfn4etPZUs9/OqQ5BreOsld4RERERERERNXK5ZRsYzLoC73q4p5GoWgS6SdxVFSdFej0GPf7nSngi0/P3TY2AN3q1oC3hwJeagV81ArkafXoWDuoyieDAkB2vukAVn4aJX56tA3axAZKFFHV09aG93JZYT9093o1sOX0LQDAqgldEeSlwu3sAgR6qRwaI1FFeatLf06+t/wEAKB/0zDMGtnaIfVW/U9noipoxZFrePffE2aX1QzyxIRedRHq6wEvtQJeKjk8lHKE+3lA4aDM8iJ31TIMwe3r6+vQeoiIiIioepDJBPRtEo4+jcNwMTkbIgxTFF1PL39yaJG6Id5mT8Cp/Hw9lEiYPgA7zyVhxA/m75KviBBf3lnvCD3qh2Df5N7o+/k2JGXmVWpbnAqLiIiIiIiIqOI2FyYzAcDLd9eTMBIiA6VchnFdYzBr26VSy/Ym3MavY9tDraieAze1jwvC4qc7Yuh3uwAAaTkFeGj2LmybdBeiAz0ljs797UtIKddN7FuKfX72+2Kb8e8PHmiKEe2r50xe5NrkMgEJ0wfgqw1n8Om608bnw/088EiHmg6rl1fBiNxQo4jSCZd1Q7yx+sVukMuq5+hERERUtXDacSIqThAExAZ7Yf6uhAong0YFaDD7kdYcbcEB6of6VHob43rURotof9zdKLTajrjqDMHeatQK9qpwQuhnw5qjbWwgogLY2U1ERJX34dpz+HrLRbPLis4JHXFUYG3b5albLCwt2ClSR75u63WLeH9gfdzfxvLN/mk5hhGSWry3FvJyHLdZem0VXWZ73ba1k5Tvf3EiRHw+uBF6N+PAC0REVdXFpCzj3ylZ+RzZjlzCM11r4sG2seg9c2upZcO+2w0fDwUCvVQI8FTBT6PEhaQs5Gl1eOveRlW2r+hySja6zthkdtlrfx6BKAJvD2yEBmE8bquoR3/eg6x8XbnWiQv2woWkLAR5qSACCPFRo1fDEMcESGQnxZNBAWDps50Q4a9xWH1MCK1GElNzsGT/FZy5kWF2uS2dLuaW27rM2nKdTgcBgFwuN7tu8fXLu8zW5eVNPtHpDF9MRTFXxPB2MRjernx3KlwvNl1mwvQBFa6biIjIlUl9AYYqRmQ2LznQW38ft16oDFdu5+DxOXshlwmQywQoCn8bfmQlHhuW7zyXbNO2h7eLQdvYAIii4ZwiX6tHgU4PUTRcei56Xiy2gxieE437jFjsuaLlReqH+qB3o9AKv3ZHC/JWY9WEriZ3ZJfXqmPXseNsEmZtPmdoA0GATAbIBEN7yAQBMgHGv4t+rz1xHQW6in3w3NMoFJEBhg6X/Px8CADUajVEEYgN9oSH0vx5Xg0fNe6q774djIuf6YjY11ZUaN1fdiTgp+0XcCwxvdSy+5pHQKOUQyYDDl5KRfx1830Plnw+rAWUchlEiNCLd/aZ4vtL0f6Uk5MDURTRri7Y6U6VtjchBZl5plPAFf3/mUtSL2uZpXXKYus62dnZAABPzzyH1lNZCn0+mkZU/kYBW4gicC0tz2R0ENPlll9zZZdXRsltF29fR9dd3tjKy1euRe0aXhbL6Isd6GSU2PdIWjM3XsD9beIsljlceByQXc6LtlQ+P+y8jN7NOMIREVFV9Ub/hvhx+wUAQKup63Do7bvh78mkUJJezSAvjOkUi43xN5Gdr4WPhxINw32QkatFeq4Wl1KykZKZb3Icv+b4DQDA7091QPtaQVKF7hCnLPRv7Thr6Dt+55/j+O2pjs4KqcrZ9mpPHE1Mg1ohQ3a+Fpl5Opy4mo7ZW86Vuc6FwqT65Kx8DGsTjd/3XUb7DzZgw8TuqF3D21mhE5XLOwMb4Z1iM0F3mr4RA5qF46XedVEnxP59aUwIrYYOX0mTOgQq5siVo+VOCC0+Pd/6Ezdc+uIwEZHUmJxGJA0m9JIjHHnnHtzKyINcECAIwLebz+HvQ1ehF0WThDG9KKJ3w1DEBntBqxOh0+uhE0Xo9GLhYxE6UYRWL0KnE+8s0xvKanWizcmgALBozyUs2lN6OiV7cvXOrIbhvlg2vjPe/fc4ZIIAvSji4KVUs2Ufah0FvV5EgV6EVqdHgU6EXjT8bD5lPqnHEdaeuFGp9TsW6+Auypl5c0BDNI5w/VFo177UDRMXH4ZaIUNGrhanzNw4+mCrSPioFRBxp5M1LafAbDIoAPxz+Gql43rx90MVWOsM2tQMgFIuQ/HcpZpBnpgysHGZib1EAHApJQcAMH1VvMSRVC1fPNTI6giD9rDxtOG7+tGf9zi8Liqff59pg6a+TNZ3Rzq99U6UPK3eCZGQVsf3mYioKpPJBHw/qjWemr8fAK9jkOtQymV4577GeOe+xhbLpWTlo9XUdSbPTVp6BJsm9oCsisxouvrYNTzz6wHj42BvFYK91RjZoSaiAzSQFfZRt6kZKGGU7i/QS4Xu9WqYPHdf8wiM6RSLa2k5yC3QIzkrD68uOWJ2JNHf9102/t338604835/h8dMVBFjOsfh0U6xmLMzAe8WJoauOHINK45cw/kP+tv9s5MJodVImK8Haod4YVKfBmaX23OqnPISAWRlZUEA4OVV+g5yaafKKbvurCzDRTFzMdsqOrD8w6dfKDaNwNh5+/BG/wa4t1mEQ4cTJiJyN5xuloio6vH1UMLXQ2l8PH1wM0wf3Mzqek/N21fp5D9nebpbLUC4M52lIACNI3xdOhm0SItof/w1rrPN5fcmpGDI7F0OjMixdp0vnTT8xp9H8fdzXSSIpnzqhfrg3+etx6nV6fHArJ04mujaN5buu3i71HM7zyWjZ4NQ3M0bKMmCKH8PAIYE4pgK9M84k05rGH1FrnDt7twwbwU6xvk7pa6WUb44eCUdXesGO6U+R3KX9rVFs3AvRAd4WCwjKzxfV8oFdHDzEYSqUtvptFo81z3WarkutQMRfyMLHWsFQSF3j74Xd2snnVaL//WuJXUYRETkYCG+d46ZAjhlPLmZQC8VEqYPwIFLt/HgrJ0AgIvJ2aj1xkoAwLLxndEi2l/CCCuveDLo+Ltq45Uy8mzIMcL8PHAjPRfDf9htsVzTSD8cTUyDQibg6xGtsP1MErw9FGge5cdrxeRyBEHAmuPXTZ77aHBThyTSu8fZL9mFXCYg3E+D5i76xZueLgMA+LrR3eNSxdwk0g8rX+iK0T/vQVJmHj5YGY8PVsajQZgPNCo5PBRyeChlxr/VSjlUcgGyYtMrCgIM0zAWTr1Y1jKh2LSMhjKF0zYWLruZkQe9XoRMJqAgPw8yQYCnxgOCcKesIBQmZhWOvKQX7yTamlP0UeelluOh1tGQV5G7iIiIyHYib4kmIjtJSMpyiWTQ9S93s7hcEATUCvaqFp1UtzLy8OWGM1jo4FFVy2NCj1g0ifCBl6en4YSkjK+h4jcMmivSMsbfIfFJ4ezNDMzadE6yZNCFT7Yv/WSxNz2rcHplL0/PkosAAD4eCjSL8ndMcFRlFHW2zhzawmQ2FleUnm4YndfV+82K4nSGQC8l6tTwxPwnzHxeuBl3aV9blOd/4H+9auHpnu59UbU6tp1GaegTn/t4O6gUMkeGZDfu1k7O/CwlIiLpFE+WW3HkGgY0C5cuGCIr9HoRSVl5uJ6Wi4TkbLyw6CAAwENp/ngwO19r9nl3VDfEGy/fXV/qMKoFvV7E99vOY++FFAgCsCH+ptV1ivoutXoRTxeOugwAHz/UDEPaRDssVqKKEEURu8+nmDz36tKjOH41He/d38SudTEhlMhNNYrwxb7JvaHV6bHjXDK2nLqFy7ezkVugQ16BHkmZ+cgt0CGnQIfcAt2daRgLEzJ1oghRLPzbhqmApPLq0qMY0T4GHzzQVOpQiIjIyapBTlSVJFq87YPIMQ5euo0HCu9Ed1U+HkqE+loeLasq+Xz9aXy+/oykMdg6YlyjcF882iECCpngNkkC9nTvV9vKnAbe3qICNIgLtj7DxuQBjVA/zMdiGVdL7NDpReQWlJ62qjwsHfsIVuZMsXbcZO2wqigZvah/oHg/gfV1bdu2K8vX6ivUfmW9tLLay3Ibl1VH+dvGYj1u0B7lIYpw6L4HWN7/HLnvWVu/Kux7BbqK7XtFKtN2tq1vad2Kt51NdbtB++VqddBX4GbOin7flf2Za6muin2/lVmXG7QLVX0VPW4p4sjPTkd+71mt2w32Tx63WN92ddSrQQg2xN/E+IUH8NFqT7SpGYDaId4Y0S6Go4aS0+Vr9diXkIKHyjGjT7e6NdCpdhBig70QF+yFSH8NFHL3uGnIkuKf12duZqJ24cinUwc1wagONaUKq0pLyy5A8/fWVno7HWsFIczPA/2bMsmeXM+uc6VnHQOAPRdSzD5fGUwIJXJzCrkM3evVQPd6Ncwuv52Vj6OJaZAJAvZdTMF3W85jbNc4yGUC8rV65Gn1+Gn7BSdHXT6HLqVKHQIRERGVU3XuyCXn81K7/qntrYy8apUQWkviKe77Nw3DrJGtbS5fnUdhah0T4LSE0Kn3N8FdDUKcUpczXUvPw/JjN7H82GqpQ6ESEqYPsLj8ckoOAFidfozK54uHGuH+No5P1t5wytCJ3uAt7nuuZsWzbdDYQsJ+URLhJxsu4JMNrt0vWR1Z++xcfeIWAKDZO5W/WEtl0yhlODm1n9RhkAu5mpoLgMctruj57jUxsZ/lEZ143OK61oxvK9mNhqIo4u2BjdA40g/zdiXgUko2LqUYZsO4lZGHd+5rLElcVH0N/vEALhaeJ5sT7K1ClzrBGNImGjGBnqjho4aHUu7ECJ1HW8aAWldSsqHTi5zh1AHUShmaRfnhyJWKz1a0/uVuqBNi+SZzImcr0OkxfVU8Vh+7jsRU08/YRuG++PHRNojw19i9Xte/akZEFaLTi8Y7VUr6auNZAIBCJpgcrCjlAgp0Zd/V/VjnWNzdKLRwmnnDlPDFp4bPycmGTAB8vL1LLRcEAfrCKeO1haOVNo7wZbIIERGZxTEmiag8ogM8EebrgevpuZLF8PMYw0l7DW81grzVksXhKu5rHoEa3mqnXaz0USuwZdJdCOToGeX27v1NkJCcjS2nbzmsjp2v9XRIpxZRZZ24nil1CFXSjzsv4/42cVKHQRI6ejUDjWuGlrm8IqNKkus4cytb6hCqhZwCvdQhkIvJzK/cyJLkOPsuVTxxhaSXnuu8aa1FUURKdgFOp6Tg9I1MLN53GYcupxqXxwR6omG4D+qF+uCpbrWcFhdRkcc6ROGdleZn/FHJZUjKzMeyQ1ex7NBVAMCgFhH48MFm0KiqXlKot1qBbZPuQp/PtyI7XwdfDwXSc7X4but5/LIjAd+MbIW7G5V9zkPl56GU45/nupg8V+v1FSjPZLe9Z25F/NS+VTZRmdxTSlZ+mYP0BXmr4OPhmNRNJoQSVVFJmXlWy7SM8ce8x9vb7SAtPd0w/LurTNlHRERERO4rI7cAN9LzoJLLoBfFYj8w3mgkFvv7m5GtUKDT4+HvpRkt5fE5+4x/H377Hvh5KiWJwxnir6cjISkbKoUAT5UCXioFRNxpG7GwnS4kZTktpow8LWasjsf0wc2cVqc7EEURu84nIzNXCw+lHN4eCihkgrGt9HpDW2XmOfYC2PRV8fhyeEuH1iElhUyAKIoY1TFW6lAqLT8/HwCgUrl3cnV+fj7uqhdktVyTCB8sO3LDCRFVL+O7cfq86q5FlOW+QRlvEHdrTSN8cPRqhtRhVHkNQr2kDoFcTN0angCAbvVqoFawe/9/VJVjTgDQ6wrwbJcYq+U6xvlj14VUjOkU6/igHKwqtV/tQBXqhThuf8rX6jFuwQGsP2n+nCM6UINJfeujU+1g1AnxhrcbzIBDVZcoikjOykeDMB94qRXwUiuglAnFBn8y/E9vOnXnhuJlh66iWZQ/Hu9SNW8IzC3Q4dFOsfBQyJGdr0VSZj6WHriCfJ0er/95BHc3ulvqEKusm+m5uJWZh8+GtcCE3w6Va92E5Cw0CGO+CrmOUF8PHHnnHpy6noHHf9mLjGJ98dvOJOFicjaaRPrZvV4eVRBVIZl5WgyZvQsnr6VjQNNwNI7wxfGrZU/9tzfhNv73x2F8M7KVE6MkIiKiKo2D/VAFnb2Zgd4zt0odBka2j4FCJuC/CymIv37nQrcgAOG+HvBQylGUwyDq9YZOUZnMWKZfk3CH3dEptbeWHcP83RedUleHWoHYfT7FprL+nkoEeKrwXM86Do7KvfT5bCtO3ZA2WSPCzwNRAZ54t4pPc1c0jdicnQnSBkImFu67ioRmli/OF+g4+pojxN/IRF+pgyBJ3c4usLhczoRQt3Y93fpABFR58Tecd3MVuYfUHMOF462nb2GrA0f3p/JTy2V4875Ai2V2XUgFwHMGV9Suph/87J+DAQDIKdCVmQwKAFqdiBmrTwE4hZlDm2NAs3CoFRzVjqSRU6DHV1vK3+/33vITeG/5iVLPP9qxJt69v4k9QpPM0/P343wZN7xHBnhi7Ny9KNCJCPZWY2zXODQMZxJiZb3+5xEs2nPZ5vK/jGkLX40CCpkMWr0eNbw9EBPk6cAIiSpm2cFEvP338VLPr3+5G+qE+Dikzqp5lYqomur5yWbczDB0yK04eg3B3mrUCzXcUXY0MQ3No/zRr2k4jiWmQacXoRNFvNG/ocRRExERUVXES7xUXoFeaoT4qI3Hs1JZeuAKcs1MzyiKwNU061PSn75xBl9sMD+1UhF37RDt1TDEaQmhtiaDAkBqdgFSswvQ5aNNDoyobJv/1wOxLjhCz8gOMWY7mZzpalourqblouXUdU6pb/WLXTkCAJWLtaQ1qphbmflSh0ASy7YyrbGOU8a7Ne7jRNJIyeK+56oOJZY9MAu5vjQHThnvp1Hiwof9cTu7AClZebh0MxW3swuQrZfjRlourqbl4M8DiQCAlxcfhkwQMKhlpMPiIbLEUyXH1hc7oNvn9pl9admhq27X/5mdr0VCUjYuJmfhwKXbZSaDAsDhy6kmj7PytJg9qrWDI6z6ypMMCgCPzdlr/Pu5u+rgf33q2zskIruIDjSfqBwX7O2wOpkQSlQFiKKIB2btLHXxfNfrPaGUyySKioiIqOJ4fZCo+gn0UmHPm70tlklMzcE/h67io9XxDovDXDKovVlLknBVPeqHIGH6AJPnRFHE7vMpeOSn/6DTV88Pb0dPt15RozvGYnSJKcwvJmfhnX+Om0zvVZVkOPBCniXhvmq0jPbFjKGWZ9+wdrOEpQHzBCtrV3awvaL1M9INo8r6+N65M72ydVt/3WWXqOh7lp5u20X5ltF+AC7j1yfao0WMf7ljKKv+st6zirRTRdrG8v9SWfWUsS0bYisuLT3dadOB96ofhAtJ2fjnhW4Wy1Vm3zOsb+F/1IH7XmXrrsy+Z219S6ump6db3XbR/8jLPePwePd6DonDsK7jPjsr03a21G35dVe87SzVbetn5/Pda+KrLRdx4K27oVKY73uuaLvZe3+r6Pdb2Z/vluqq2PeZudVsbQuqXmrXMNyEZum4BXDs954t69uyriM+Ox35vWepbluPfXjcYmXbVuuW7rilsgRBQKCXCoFeKoR4GPpNfH19odOLeO/fOzdxvtKnPgY0C3doLETW+HsqMfX+xnjLDjcYp+UUIPa1FVgwtj1axvjDU+XaqUlNpqwps4/v7kah0Cjl8FTJUaATcTE5C8PbxcDHQwGFXIBSLkPbWMsjRZN5W0/fwuif99hlW19vOsuEUHJZdxVeW1m05xJe//Oo8fnab6zEsXf7wFtt/89I1/7UJSKrkjLz0GbaepPn3rq3ER7tWBMKJoMSEZEbc3RnHBG5n87TN0odglHb2AA0DfeCWiHDE93rIdhbLXVIkvh5RwKmmpkWSiq9G4bCWy2HTBAQ5K3CPY3DbOqQLbro7utbdUeXTMspQPePN0tWf5/GofBSKeCrUeLhdtGVHsnT1dpMKZc5pOPO2fIKE3vcfZrC8h5HalRyl28/d2kbZyWDGuuTCS7fdrZwl/a1RXn2P7XC/T87q2vbAYC3WlFmQqircbd2Yn8IWeIOxy3WuNs+aUl5jn143OJ6pPq8vZqag6fm78OxwtFlvxnRismg5DJGdYzFqBI3GBcniiLSc7RIzy1AWk4B0nMLDI8L/07KzMfsLeeM5Uf++B8AYOdrPRHhr3F0+BWi04tmk0EHNA1HgzAfNAj3RYtof9TwqZ79v45kz/e0b+MwbD+ThC51g+22TSJ7G94uBgOahaPZO2uNz90zcwu2TrrL7vld7n/USVSN6fWiSTJow3BfrJrQVcKIiIiIqLqrnuMDkrPMHNoc/xy+anxc1G1f1IEvwDDyw/qTNx0ey7i76qB1uAcAwLeaJoMCwEOto3Docir+LdYuRSL9NdDq9biRnmdmTcd4oGUkL6KUwddDgffub4xZm87henquybLoQA0up+Q4tP7PhrVw+dEgiIiIiIiIiBxpx/nbePa3YwAM/VwPtIzkjQDkVgRBgJ+nEn6eSkSbWX47yzQhFACGtYl26WRKuUzA4Sn34MyNDFxPz8X6Ezew/WwyjiamYcXRayZl/3dPPYztWgseSvdPincFDcN9S81IVdKGkzewMf4mPJRyqBUyzNp8zmy51cevY/Xx61a3RyQ1Xw8lvhnRCuMXHgAAXE3LRZ03VwEAnugSh35NwuChlKNxhG+ljhHYE0/kpkRRRK03VhofRwdqmAxKRERELoP9mOQID7aKwoOtokyee2vZMczffdGh9f48po1xBNDoAE8EeKkAcCpHAPDTKPHV8Jb4anhLs8tjX1vhtFhe7F2XyaAWCIJgdhp5ADh1PQN9Pt/qsLoHtYio0smg19Lz8PeRG/j7iPP+38k21i4C6PSGW1kGf7vTGeFUGxtfaA9nDN579lY2LqbkOPW7hmyzd1Jnm8p9uPYcPlxr/mIeSWN0u0i892ALi2XScg2jJ9WbvMoJEVVfr/SuhfG9XWMkdHINOfk6ADxucUVfDWmEga0t7687zt9GboGexy0uaPf/OsFZn7ZXUnONyaCAYaYJJoNSVSCKIi4mZyMlO7/U99TsR1qhbxPX76/z0yjRpnCWoXubRRifz8zTYvuZW3jmV0Pi1idrT+OTtacBAE91q4U3+jd0frDVTK+GoejVMBQA8Pn60xbLbpt0lzNCIqq0Ac3C0bdJfzw0eycOXko1Pv/T9gv4afsFAIaZoZ/oElfhOqpubzxRFbfsUKLx76mDmmBkuxgJoyEiIiIikoYjkkHrhHhDJgCBXip8NbyVS9/B7qq0Oj3O3sq06zbrhXrjzQGN0L1eDbtut7rLLdDhr4OJ1gtaUT/UB9MeaIK2hZ3nRO7g+x2XpA6hSur55X9OGZHjooNHNqaK+3JzAqZaSSok1zRvT6LVhNB5/1X+uIGs+3j9eYzvzQQDuuPbbY69EZIq7vk/TmBga8sX63ML9E6Khsrru+2XMGVQgFPqWnb4usnj5xcdxMDmEWWUJnJ9oihi2aFEvPT7YbPL/3dPPbdIBrXEW61A3ybh+OWxtnjsl70myzrWCpIoquont0CHd/45jt/2Xja7/Oz7/ew+3TaRo8llAv4ad+eG2l3nkjH8h93Gx1OXn4BcAMZ0rlhSKBNCidzUVxvPGv9+a9kxdKkTjLhgLwkjIiIisi/eG01E5qRlF+CxOXtw8loGRIh23/62SXchOtDT7tutDnILdGjw1mqHbPubEa04+qcd6fQiahebcaKy+jYOw+xRre22PSJniQvyxJHEDKnDqHJ8PNjlXN3VDNRIHQIRUZXTLNIXZ25lSx0GUZUT48TjlvHdauL7HeaTmYjcgSiK+G3vZczdmYBG4b74s8QNxr0bhuC5nnUR5KWqUv2r2flaHE9MMz6e93g7dOMN6w7V8K3VyCnQWS33WOdYvN6vIZNBqUqQmbkw/s6/J3B/i0jjrHXlwd45Ije15JlOaDV1nfHx3J0JGNY2Gt5qBTxVcniqFFDIBShkAqcbICIiIqcR7Z+fR2Ti+NU0HCg2hYY9LH++CxpH+PK4uYJyC3T4bP1prDhyrdLb6lG/BmY81MzwQDSM0soOPfsRRREL91zC0v1XKryN1jUD8O3IVgAAjUoOHw+lvcIjcro8Gy4uUPkVaDkCVnWn1Vn+H9DzpIGIqNyy8rRSh0BUJWXnO++c4FxS6aTupMw8BHtzZhpyPRm5BTh0ORW5BXqcu5WJ6avioZQLKNAZjuXjr2egVg0vJN7Owa9j26NVTADk5rKZ3JheL+Kvg4mY+MedEVCf6V6byaAO8vGaeHyz6VyZyyP9NWgQ5oPGEb54oVdd9hlTldMmNhCfDGmOU9fT8cO2C8bnWxbmhbWI9scfz3SE0sb/fSaEErmpQC8V/ndPPXyy9jQAYM7OBMzZmWDTuu1iA6FUCJDLZFDIBMhlAkQRWH/yhtnyz/esA41KDpkgQCYAMsGQZCoXAFlhwqlMAI5fTsHCfVcR6a/Bu/c1hpdaAZkA43JBECAUrl+0HaDwsQwQIJQqb1JOVqx+lC5X5nqFj3lQQEREROT+OtUJtuv2Gkf44uDlVBy5kga5zHAsueHkDey/mAqZYJi2Q1Z4HPtIh5roWCvIePyak50NAYBvjmG5Vi8iJ18HvWg4Oa9qnaBl+XX3RXy35bxdtnU7Kx/t3t9gdlnxc4lGEX6YPKAh1AoZZIJgbCfD+QAACCjK7y06dyj6O9hHDW919ewOOX0jE2/+daxS2zh46TbafVC6jYr2F0EQoJbL8OnQ5ogM0EAuEyAXirVHsfM5wNAmkQEamzuyiOypdg0v4GSS1GFUOQ+34bSX1V39UG+Ly5kPSkRUfjxucV2KanLuX1U1CrN83GJPj84/Uuq5NtPW45/nOqNZlL/T4iCy5vjVNAz4cnup5wt0IgK9VGgfF4iZQ1tAo5JLEJ3zvLT4EP4+dNX4WCWX4ezNDAz7bhcy87TILdDh7YGN0Z0JopV29mamxWTQYG8Vxt1VGx4KOdRKGTbG34QgCBBFES2i/RHi6+HEaIkcQy4T8FDrKADA6/0a4o2/juK3vXdGFj90ORW7zyeja13bPnOq5xUQoiriuZ51Mf6uOrickoOE5Cxk5WmRmadFVp4WOQV66PR6FOhEHL+abpLsKZcJyC3QQ6fXQacXodWLSM3OL7Oe4tPT2yIxNQdj5+2r8OtylK9HtMS9zXhRgojIHYi8QkhEFvzxTEcMmb3LLts6fjUdby2zLUFu+qp4m7f7eOc4vD2wUUXDciuPdY7DtBUn7bKtw1fSylwmioBOFKEDcPhyaqX+BxKmD6jwuu6sfpgPutYNxrYzFb+QrC/jK1ovAnqdCEBEvlaPp+bvt3mbLaL9sWx85wrHJLUgLyVCfNSYeE8Ds8uL3rKyLhNbW14Z5a07O8cwYo2nxvFTuznydWfnZKNeiJfVcr6c2twhWkX7Sh0CSayGt+WpzDgou3trGOaNk9czpQ6jymsS4SN1CORiiv4nJt5dDw3D7f9d68xj1vIeczryuLGycnNz0LlWgNVyPesFYef52/h6RCuzyyv7/jvznKJk+0nZPpWt21+lt+m8wV7+fLIVNp1KhqBQITNPiy82nAEA3Pf1Drx7X2PUC/VBnRBv1PDhiKEkjex8Hd5fcgS/77tsdvnGid2hUsjgrVZU+WRQAHi1bwOThNB8nR7rT940KfPWsmPYOukuZ4dW5WTkFlhcnpSZb/Em9zGdYvHOfY3tHRaRJERRxOJ9l3HqRkapZbYmgwJMCCVye4IgICbIEzFB9rtYk6/Vo97kVXbbXmVplHKIECGKhSd3Ikwfw/ChKKLsEQZqBnmiTc1A5wRMRC6FaYXuixcJiagsDcN90a9JGC4kZUGlkOGIhSRCR6od7AlRFCGTGzpAZYLh2FWtkOOJrnGSxCQFuUxAwvQB+PtQIib8dkjqcAAAtYINF3QM5whisb+B0R1rSheYC5j/RHusPnYdz/xqe8KmPdUK9jJOFVzUJpP61pckFnvJyNUiOasAi/ZcMnvsWfQ/WDRygSWWlhatKgjmz32LXwy1dgxcVhw6rRYiAIWi7C5Da3GYxlR2AauvpxL16LQ6DGoeigbRIRbXi/LnCBKO0CLSOQmhdWt44syt0tNukvTC/ZjEUJVpdXqpQ6gWjl0tffGPqrei47cVR6/h0OVUK8eNth1zlnXcaOtxmK3HnCWPg3VaLQBAbuGY01w8Zcdh5fXaeNxpNQ4z9cggomGYNwL8La+bW6BDrlbv8HMG022WvW5lzxkAy+1nr3OG4tuqSD1F2xYgmK2neYQ3agc7/ma4IqE+ajzcJgIytSc2nLwBb7UCmXmG93PKP8eN5ThiKEll7clbZSaDAkDPT7cY/944sTtq1XDeCLtSiPDXIGH6AGh1etR503zuxJoXuzk5qqqpZUxAqRv4RVFE3OsrbVr/wKXbjgiLSBJnbmbitT+PmjwnlwnY+VrPcm2HCaFEVdjrfx7Foj2XpA7DLA+lDKsmdENcsPPuvCOi6oW5hETSsNaJS2QPBy/dxqpj1yWNQSEToJQLeL5HHAa0jJU0FlcR4a+RtP51L3VD3VCOpGSLOiHO67Cv4aPG3jd7O60+KeTrDN99G+JvWilJzrT3UhpGdq5rscytzLJnS6GKO3glHTFhQQ6vh8mgrutqWh6CLAyWJufdf26t6HuPiJzrZobhuCX+egbirzNh2JXM/e8K3nsg2GKZnRdSAfCcwdXsPp+Ce5uEIMDfz6n1Pj1/H3acTTa77IGWkahdxZPsyHXd3ywU9SOD8OyCA0jJsny+/OyvBxAT5ImZQ5vDx0PppAiloZDLED+1Lw5eSsXwH3abLGv49mqcntYPKoVMouiqLkEQsGBseyzZfwUyQYBMMNwAkK/VY1mxkVsB4MiVNMS+tgKLnuyAjrUd3x9B5CiZeVrc89nWUs8PaxuNUN/y3djOhFCiKkgURRToRORpdZLUf+jtu+HvaXlqKCIiIqraBF7kJQfqWrcGdrzWE+/9exxrjt+QJAatXkT8jSz878+TTAgt1DY2ELFBnkhIdm6CzmOdYzFlIKcEKo86Id7oVDsIO8+ZvwBlL7+MaYu7GlgeoZGIqh6tnsli1Z3e1qHWyOUEaKxfMgr0VOJiSo4ToqneGoYxGYjIXfBrz71JcdzSr0m4SULolld6oGYQB9Ah6QmCgPa1gvDXuE7o/vFmi2VP3cjAqRsZOJqYhk61LSfFVwUeSjnaxwVi6qAmeGuZ6dTl9SavYlKog3SuE4zOdQz/X6IoYsn+K3hlyZEyy8/ZeYEJoeR2bmflo+XUdWaXfTS4KR5oGVWhzxcmhBK5seTMPGw/m4SzNzNxPS0Xuy8k43I5O+P8PZVoFxsIpUIGuSBALhMgEwTIZYZhhy8kZWH3+RSz6wZ4KiGXCcaTXT8POWYPb8pkUCIiqjT2oxKRNZH+Goy/q45TE0Kf7l4LA5tFGB9nZmYiNsh5U4u5g0c7xeLdf084tI4nusShS51g44jE3erWcGh9VVW/puEOSQidOqgJIvw84O+pROuagXbfvivyUMqQW6DHvc3CSy0rPuWjuZslik/VaO5WCmv3V1haXJG68wsKAAAqpdLqkPuChQLm4i5ZX0Vft6V6i9bNLyhA7/rWLwCE+Bj6L1pE+yMqwPwoxyXfO2uxF8VQch1rzNVTnEnblFGorPem+BSatsZWkTYQBCDAQ8Bd9Zxz8aVzrQDsOH/bYfteWe9ZWesUr9sSm/Y9C8GVd98rWbe5dcxNt2r+dVuvu26QGrGBlkcNL3p5IT4qtIsr/f9iS/tZYvn/11rbl6/uUvtmOfed8r3/lpV3vy1ZX35BAUa3i7RSC9CpVgAOXklHvyZhkMtKfHbZcGOg5f2ndNmy2stSXRbbqYzVik8nXPL9svY/VeayCn6W5hcU4MlO0Ra2TNWRteMWW75/ylxmw+ePtc/O8tRd3mPOsvbNsuK1VHf51rX+2anXafF0lxjLGwKPW8zXbbFqlzlucYQW0f7GvxuF+zIZlFzKvoQUPDR7l83ld5xNwqHLqQj0VKFmkBeCvFWoG+JdZQaMOHQ5FYO+2WGxTJuaAZBVjZfrsl7/8wgW7blssczkAQ3xeOc4J0VEZB8frDyJ77eeN3nu1b4N0K9JGCIDNFDKK55ozoRQIje14sg1jF94wPg4zNcDHkrDh4GXSo5ne9SGSiGDSi6DSiGHUi5ApZBBrZBBpZDhdlYBejYIQYCX/ZI309PT7bYtIiIinj8TkTXNovyRMH0Acgt0mLTkCPYmpOBaWq7D6vtuy3l8t+W89YIlbPpfD8QFV4/O/cc6x+FSSjZ+2ZHgsDp+2n4BP22/UKF1Fz/dEe3iqkeSojWPtI/B7nPJWHH0ml23W3KUBGs+H9YCg1paTz5xZf4aJRrGeeOVPvXNLrd0kdKW5ZVR3rozMzMBAN7ejh+VzJGvOzMzE4Ge1qesK7pANbZrHJpGmk4TaSm+spZV5DXZuk7xtnFkPZVVkJsNhZOuhHkoZYjy93DYvufMfbPkvues9jKn0nUX5Np88XdQs1CM7FTbMXFYYM+2t/fnppRtn5mZiTBftdVyRbv4xHvqleviVEU+V60ts5Wt7STl+19cZmYmQm1oC6peLB232IMzvxfL+9npKvumOVlZWfBRy62W43GLYzjzuMWerqbeGdxn8TMdnV4/kSVB3qWPQZRyAZ4qhTER21utgE4vIitfi283n0NZk0RM6FUX4+6qDbXC+uekK3ph0UH8c/jO1OTFZ0b6ZkQrdKwdhEA75lpQ2VrGBFhNCB3YPAIyZuaSmxBFEbezCxB/PcPkeY3SkOtlD0wIJXJT+TrT6eBVChk8lHK0ivGHRiXHocup0KgU0Chl0CjlhX/L4aGUQS4TIAgClh1KNP4tE2AYGVQQIBT+LZMV/jb+ABdTsrEp/iZmDmuBSH/n3zVHREREro3TZJEUPJRyfDm8JdYcv46n5++XOpxSlPLq1RHlyGTQygqwIUGsusjI09o9GbQiavi4f7LD9fQ8XE/PwyYr06mR8yVMH2Bx+akbhovZzy086Ixwqo1X766FZ3v5OryeDacMoxxbm8qQnG/xEy3Rzrfs/4GiqVm/33EZ3++wfFGPnM/aZ+f8PYkAgN4ztzojnGrNWltQ9XL5tiGBjMctrufh1uGYPqSVxTI8bnFdK55tg8YWjlvs7UpqLp4q7Lt6/4Em8FYzXYNcS1ywV7mOQURRRGaeFldTc7H19C28v/KkcdkXG85gQ/wNLH++qyNCdbjiyaAH37rbrgNtUflk5mqtlmn/wQYAbCtybUmZeXh1yRFsiL9pdvnbAxvZrS4eYRC5qQdaRqFfk3D8tP0CsvK0SEzNQXa+DrkFOuTk63A7qwC5BTpk5+uQU2D4ydfq7VZ/5+kb7bat4r4Z0QoDzEyZQURE1QuTCt1f9Up/I2cRRRHfbDqLpQcSIQC4nZ2P29kF6FgryGSqMGfYN7k3VPo8AICvEy8cuKojV1Jx39c7EOytgkouQ77OfucetogJ9MTWSXc5tU53lZSZh76fb0VSZr7T6nyhZx28fI/5kXCIpJSSXSB1CFXS/D2JeLZXQ6nDIAkdu5qBdnXLXq6UVXzKM5Jeao71i7FEZH8FOnaWuarf9l/D9CFSR0EVlZiai8Y1nVdfQbFrtW/+dQy1a3gjLtgLQV4qKCoxLSyRVARBgI+HEjGBMgxoFg69KOLDVfHG5ccS3XeG0RUvdMGAL7cDAFpOXYfHOsdiysDGEkdV/Zy/lYltZ24hOlCDjFwtUq305Xy58QzbiVzKp2tP4auNZ80u+2RIc7SI9kekvwYalX1HU2ZCKJEb81DKMf6uOgCAjNwCDP1uN05eS0eLaH+0rxWI3AI98rQ65BX+zsrTITWnKFFUa0gWzddBW9Y47hLQqHiyQ0REhVxxHigichqdXsTyI1dRoBOhkAmQyQTo9SI+WXu6VNld55OdEtOwNtEQBODxLnEI9lYjPT3PKfW6Mp1exG97L+HNvwzThDszybA4e978VpXtv3gbg7/d6fR69ybcdnqdRLbQMrHCIa6m8fuxurtt5QKdWsn+PyKi8iqaopaI7OvE9Uzc09x59cUFe5o8fvj73SaPv3i4Be5vEem8gIjKoUCnR1aeFhm5WmTmaXExORvP/Gp5tqb/3ujlpOjsr3GEHy582B9xr68EYJgV6VhiGpRyGfSiCK1OhFopw8cPNUcEZ1a1u4vJWXhlyRHsuZBSrvV+2ZHAhFByCdn5WjSesqbUQCYfDW6KB1pGQaVwbN8IE0KJ3FjRCEklL4ofupyKczczoVbKoVbI4KGUQa0wTBcf4KmEWqGGh3GZHOm5BVh59Dqe71kHAZ4qKBUyqOQClHIZFHLD3zfS83D4cirkMsP08fe1iECEvwYyARBgmGY+KysTMkGAr48PBAHGqecFFP4WYJye3vi72Phh9s54JyIiIiL3lJVnOFGWklIuGDvyBAA/PtoWdUK8JY3J1czZcQHv/HvCKXUpCs9DXu/fAI91jnNKnVVJanY+hn63C6cLp8d2hDBfD/zxTEdEB3paL0zkIgI9lVKHUCVN6l1L6hBIYp1rB1pcnp7L0XndmZdKjqx8ndRhEFU7oT5qqUOgMtQP8ZI6BKqEDnEBTq/z+Lt98PGaU5izM6HUslBfD6fHQ1REFA036J+8lg6tXsTZG5llTmtszocPNoVMMCRSNgr3hUzm/oN+CIKAv8Z1wgOzDDdYm7vpudP0jVjxQhfU8FFDo5RDo5RzxN8KaPHeWqujf9piZPsYO0RDVHlJGfkmyaC+Hgpsf60nfD2c0x/JhFAiN9b0nbXIzLszRY9CJuDJbrXwQMtI1Av1cXo86QpDLL48WSEiIqq2OM4W2UNSpuNGFosO1ECjlBtvaipOKLyZqej5omno372vMZNBzbBHMqiPh6FbQgCQnlv29KNavYipgxpjVAcnzuNWhew4m1ypZFAftQIFej1yC8oeibV3oxBeuCKXEuFnPWmi5Og8ZB9NI5zTJ+WvUXDqahcV7mt5/+OU8a7rkbYRVsvc0zAYfx2+4YRoqrenO0dLHQK5mNggjjzmqp7qYj3xxE+jQBqPW1ySteMWe3rt73isPH7L5LlX+tTHgKbhiA70hLwKJM+ReztxPRPPLTxU4fUfah0FZRVMhGwZE4AZDzXDq0uPlBrpr0jR1PJFfn2i/f/Zu+v4ts2tD+A/SeYkDnPSUJsyM8O68qhjZrx32912t9sxdusdvIM7hrvdMXZU2Arr2q6MKXPTcNIwOCZJ7x+ynTjsxLGs+Hw/n862LMknU+zIj85zDib1ifJBdD3H3EFx+Gp7bofW1apYV0Gyehvvdly+2JaD4b3CccnIpG6KlJCOaToZ9s2rRkDwYfdmSgglRKFyy02uZNDEMD2+uX0c4kP19GWBEEJIj0BJhcrXNNGOkI4SRRHxoXoceXYOai12/N/qY9ifVwWLnYfZJsBk5dErQg8RQHW9DSYrj8Iqc4f3n1te73FMT/16EMvunuzxdj2F1S5AEEWIIsCLIgRRhCCI+OlvE3HhW5u6tO+aNpJAm3r8pwOUENoBNl4ALziOkwjwgogJGZG4YUJqi9VHOqLG0v5x+nxrDq4em4L+8cZOvQYh3taRtuVna6i1eXdYfaQUkwd0/4UXSgb1Xznl9UiJkzsK0hmf7yjAcxcPb3OdDSc8a9lIOue9Tbl4+LwhcodB/Ei5Fypmke7x9IrjuHhM2xXSKRnUfxVUmX123tI0GRQABieGIjWKqswS/5AW2bVJk7vOVGBceqSXopHXnpwKfLDxFFIigyAIIkxWHguHJ6HeZofJyqPSZMPe3MpWtw+jjiQee2HhELyw0P38t6rehkvf3dxsorvF3vqkdQD453dZWDAkHjo1dagl8smMDYGaY2Djpave1/13OwBg68PnIC60+wsrUEIoIQrVOJs8v7Iek/69DoDU2lKn4qDTSOXIDRoOOkdpcq2aBccwrnbtpbUW7M6pbPU1nj5/IPIr67HlZBn251e5lj9wbiYWDE0A62gJz7LS/upqLeAYBjbW4racZRhwLONqIc81ah9PCCGEtIb+ShASmJasPIL3Npxqc53urCDakgP51UhdtLzd9d69ZiTmDOpZ2Q+HCqox742Ncofh0pHj0NiXt4zFhN6BMxu/uNqMsc+vle31577esd+VZXdPwqDE0G6OhpD2rT5SKncIPdKn2/PxzMJhcodBZPTn8bI2k4L51srqEEUoq6OkNELksLKFRDLiH9rqdkH838pDZzG+b6JPXuv58/vikV+Oui277r/b8drlw3DhcN/EQEhb2kuya8+9X+9BWlQQYkJ0CNWrEWZQg2UYmG08JvWJwuQ+0V6KtHt9tvUMHv/pgNuyiCCN1A5eI+Vf6NUcpveNhkGrQnSwFnGhOkQHazE0ORS9Y3zfybWnKa+zYsSzq7u0j5JqC3p1McmZkM6w8QIOFlRjZ3Y5zukXi98OFrk9r+Z8cwWcEkIJUaiBCaE4vngu9uVV4URJDarqbai3CjDbeZht0r96K496Gw+TlcfG455f5Hjyl4MtLn9l9TG8svpYV3+EVq25fyq15CSEEEIICVALhiS0mxDqr0zWnncRKCXSgMl9orD9dEMlKGcKh7WLg8S+UG/j5Q7Bp8INGlwwLAG/HZAGmRqn2/jT8WJpciDxEzP6RmFXbrXcYfQ4d3SgbSrp2Wb0bXsyBkd/BxQtRKfyqMo7IcQ7pmVGYk8enbcQ4m3n9vPdJNIFg2IwItmIOW/tcFv+j2/2gmGAQYmhyIim66NEPuEGNbKXzIcoiqg221FlssHK87DYBVjtguvWahdg5Z3LeFjtAipMNmSX1uF0WR2y8ipRVW9DZaPq1u9tOIUhSaFQcywSwvR4YeFgBGv9M11JbGECW3mdFQCwaG4/RAVrkRJpwKiUcCqA1U2CtSrM7B+DNYdLPN522d2TkBkbAo2K7YbICGmuymTD7pwK7DxTjp3ZFcjKq4TZJo3FJ0focdHwRIxMCceo1HBkxoSA9VHXZ//8hCWEdIiaYzEyJRwjU8Ldlp8oqcXM/1vf5f2PTYvAttO+bQHUOyYY0SFan74mIYQQQrynpcESQjwxOCkU2Uvmuy0bvXiN19v6Pn3+QFw5phdYBo5q9p5/Ca+uli7GGY09t0V2kFaFz24e2+JzlSYrLnp7M06X1nXpNSb2jsSrlw+DXs2BYxlXhwHO0XWAdJxGxeL1K1pu8/re+pN4YeWRTu97QLwRH14/CuEGDTiWgYql40OU70iTlmPEOz7cnItFCwbLHQaR0d68akzsR1WueipKBiVEHrtyqtpfiRDisX35NZjc33evlxCqww93jsfuM5VYvOKwa/m9X++V4nlqFow6ajVN5MUwDEL1aoTqO/a7KIoirLyA/Ip67M6pRFmtBZX1Nmw6UYp9eQ1/v5z3d52pwMz+MbhgmH9+Z7hufCquG58KGy9g2kt/Ir+y3vXckiZja/OHxOOp8wZSfoOXaVQsPrx+NADgk02n8dSvh9pcv+n1BEK6iyiKyK8048iJauw8U4Fd2RU4VlIDUZSuMw1MMOLKMb0wOjUCo1LCEWPs/tbwraGEUEJ6EFEUseVUGa76YFub6716+VCcrZHaujsv4gmCCEEEBFFEQpgecwfFeXxRPBAuiBNCCPERSipUPEoRIt6049GZ0m12OS59d4tX9vnkLwdbrIifGmkA2ygR0fm7rOZY9IqQWsw4T5PtdjsYAGqN2rXeHVMzAqYVdphBg3X/nOZ6/O2OXDz0wz6P97PpRBnGLPZ+m/Orx/bCE+cNgFbFeX3fSnT71AzcPjUDALDx+Flc+9F2j7Y/VFiNCUv+8Eos2x89BzEh8g2GEeKko2oR3SIpjN7fgc6oa/uyA33bI4QQz0UGUYIYId0hTO/7dImRKRE4VNC84u8D52YixE8rJpLAYLEL2H66HKIogmEYfL8rF9/uzHNbJz06CBabVC3UYm+oHtqUimUQZtCgd0wwgrQqZOVWIipYi5cuGYKkcD36xPp/W3U1x2LTohmux6IowmTl8cnmbLz0+1EAwPJ9hVi+rxBbHz4HcaH0Xbg73DAxDddPSIXFLqDeyuPF34/iq+05buukLlqOEb3CoGJZMEzD+L0oOr5/ioCdt0Ov5vDqlSNoXJJ0mI0XcKigGjuyy7HrTAV2nC5DaZ1U/ThEq8KIlHAsGBKPkanhGJYcBoPGf/6O+08kpNvlV9bj+115+H5XXvsrE59JDNO7nUh4ysYLOOeV9cgpN3Vo/aV3TcCIXuHtr0gIIYTIjDptEEKaGp0a4TbbVxBEfLk9B0VVZtgFEbwgwMaLsAsCbHYRNsExOGnjYbYJsAsCBFFqnb03t7LF18gua/28+lBh++35tp4qx87HZnr8s/UEl41OxmWjk1Faa8HUF9ehztrQrr1vbAh4UcSJEt9V4/tiWw4yY0Nw/YRUn72mUkzuE43sJfNRUFnfLMmzT0wwjnfzcbr03S1Y/+D0bn0NQjpiYHwIvttTJHcYPc4T8/rIHQKR2fi0sDafF2gCoN8K0rQ/kWZUr1DspEqF3W5AHLUMJu6GJhrxY1ax3GGQFtw7LVXuEEgXjE0N8/lrFleb8fjP0iTlmyel4fEFA3weAyEtue+HQ/jrZEWb65w623anoKvH9sLD8/ojSMP1uHbqDMMgK6/SlQza2JSX1jVLjM16YhZCDTShwxsYhoFOzWHaS3+iqNrc4jq7cyo7tK8vtubgvnMzvRgd6Umq6qX277uypRbwWblVqLdJ1zmSwvUYmxqGYUlGTOqXgMzYEHB+3EHLo4RQk0X6IXvaBzchctKqu1aN4sONp1tMBo0z6vC36RmIMeowa0AsvW8JIYQQQkiPw7IMrhmX4tE2n209g8d/OuCV139oZjqigjXQ6fUApFnik3pHeWXfShYVrMXBZ+a0+NyB/Cos+M9fXn/NjOggDEsOhwhp2rcIYGCCEVeP7eX11+pJEsL0LbZU+njTaTzdTiumrmAZBs8tO4THeshFr3ijFqNTQvHG1aPlDqXLekrnD+fP0Z5Yo9TS7Yc7J2Bkin9PnlXKseno/3tvOKdvJM6U12PNA8pPMFfK8e2IjvwOsI5xyodnZeD2Gf26O6RuFWjHDpASfnfmVOHYc3OhUUilZaUdJ19+lhLlUNJ5S3uU9p5sS0ffr3Te4p86cvx4QcRdX+xCQaUZgih1WxRF0XVfEEWIjltBFCE48sGERuuIjlveMVG5xmx37f+hOX2768cjpF2iKOK+b/bixNla2Gw8jreT7NkRvx0owuKLBnshOv/z7LJD2HSitMXnWqqSWlRtpoRQL4sO0baaEApIRQmePM8x3sg4bxgwDGCqq4OKYzG5f6IPIiVKk19Zj9s+3YlDhdWu9u8D4o24fHQyRqWGY1RKBOJCdYo6D/IoIbTCZAUgvckIkdvKeyejf7y8bzJ/eLNfPjoZb/95AsOSwxATooPFzmNndgX0Gg7Xjk+VLS5CCCGEBCYq9kP83fDkMLfHd0zNwLvrTzZbb+GIRAxMCIWKZTA0OQzDmmwH+Mf3AaUZlBjqSkA023g89tMBj7tYvH7FMDAMAwZSNemkcEOLx4d03o0T03DjxDTwgoj//HEcr6053uFtWUaaSCyIItQsi0l9oqDhWLcLYYcLq/HT3oIekxDKMNT+mBBCCCGEENI6BjRmplRV9Tb8frAYfWKCkRJpcI1HsAwDlpW+/7IMA5aRljGO24bHDfftNisYhoFWq4GNF3DPjD7Qqtqvzk1Id+EFET/tLUB6VBB6hWuRFKaDVqsGyzBQsQxYlgHHMOCa3OdYBjo1C52Kg0GrQkSQGuEGDYK0KmTG+H8r+M76eW8BtCoW8wbHQcOx0Kikf1oVh6hgLVIiDUgI0yM+VIeoYK1fVw5Uql/vnoR9eZU4/81NLT7/6uXDMCCh5bH66mopOZcKqZGWHC2qxsGCalw3PgVzBsZhaHIYgrTKbrruUfTO94WKPrgUKTFMj5Ep4Xj2gkHuTzQ5nE0//xi355hWn2t5W6bF551feho/rq6pBoOOXUxlGUYxs4+7W0SQBvufmu227J6v9mB/PrXtIYQQQEo6IMpDR0356Es18VfOhMR7v96DrNxKLJrbD4vmKrsylVLp1BxevnQoXr50aIfWH/jEb7hyTC9cMIxmcfsKxzL4x8xM/GOmd9soPfLjfqw62LPaXdIpJyGEEEIIIaQ1NE6mXM60iKvG9sKNE9O6tC+aWEz81UXDE3H96FgA9PvZFpYBpmRG4YWFQ+QOJaANSQpr1vHoxz15uO+bLBg0lGRPuubiEUkY2kOKT3iWEOpI7qNBbuXSqFi/LUttU0sfzjo1fUgTQgjxAhpjUzw6hIQQQgghhBBCCCGEEKWTKoTSBXYlcuZHCHT4CAl4DAMIzTvDE0KIX/IoIdQ5A0akmk2KlF9Zj+935Xncjo90rwuHJeC1K4bLHQYhhBBCCCGEEEI6gar9EEIIIYQQQtrCMNQRSakYR8NKSuglhLAMQ7lShBDF8KjntnN8m2bAEOI9P+0tkDsEQgghhBBCCCGEdBJV+yGEEEIIIYS0h74yKJNz+h8dP0IIA8qVIoQoRydbxtOnnBIlhukxPiMSL186VO5QWlRdXQ0AMBqNMkfScUqMmRBCCFECOt0khBBCCCGEEEIIIUQiODJQLn5ns8yRkKZW3DUaA9q5TsiAKoQqFeuomEVVAQkhDMPQtStCiGJ4VCHUOQWGPuQIIYQQQkh3o/arhBBCCFECav9ICCGEEEK622vrTssdAmnFvLd3tL8SjXMqFnVQJYQ4sSwVzyOEKIdHFUJZOllVtPzKeny/Kw/bT5e3+LxzZhODlo9ze893hQgRgiCCAcCyzfOUu/O129PWawuCAKDlmDvquvEpuGVyeqe3J4QQQgghhBBCiHyklvFyR0EIIYQQQnqyYUlGHD9rkjsM0kl0hV25XBVC6TsfIQGPAUMTggkhiuFhy3iJQGc8ipZTTl8Y/clzyw9TQighhBDSBJ1tKhd9VSCEEEIIIYQQQgjxrpgQrdwhkC5gGKoqp1QNFULp+BES6FiGPgsIIcrhWUIotYxXtIRQHQYlhuKx+QNafL6tSphio7SMps939Ln2nq+trQUDIDg4pMVtG2/v6XMdfb6151pTW1sLAAgODvZou8Yig73zJV4URdTbeFSYbKgx27yyT0IIIURONHNe2ai5ACGEkEDBMFQhghBCCCGEdK8wvUeXdIkP9QrXtbsOA5oAr1RydK8kxNcKqszYX1ADlgFCakSwDAOOZcAyAMsy0mOGAcMAHCuNgQiCCLsgItaohUETGH+jGIahXClCiGJ0qmU8fcYpU0GVGQVVZuw8UwGgYSYa4yp13/Zjb2rptURRahnPdKD9+siUcLxxxXDoNZzXY/NEtZoHABiNQT5/7ap6G4Y+varV53VqFnkVJmhULDQcCxXHQsUyUHMsOJa+vBBCCCGEEEIIIV5DVwQIIYQQQkg3SgrXAwDevGo4BiWEAnCfjOtMWmvtkp5zeeNrfkyT5xrvx20btx11bL22XqempgYMgJAQo9tG7nF4Fm+7P3cX4m36fGPV1dUtv3CzOCiJSKmcl1QFgQ4g6Xmcn21fbc/BV9tzOr2fLQ/PAMcwYFkpcZRlGIABQvVqb4XqFxiqEEoIURDPEkIdZzyzX92AhDAd1Bzr+CfNEFC57rNQswxUHAMVy0LleF7tuK9yrOu6z7KuZW77Yh3bORLY1I321z/eiFhj+zOuSHPldVa5Q+iy1YeKsWJ/IS4emSR3KLLJLq1r83mzTcCkf69r8TmWges9pmr0PlZx0vvN9V7lWGgave/UHIs/jpS0+boqlsGgxFCMTg3Hv+b0g4prP8GXEEIIIYQQQgghhBASWF5YdRKf7Sho8Tnnddbu6DzQ3r49eW1BEAAAbAeKHHREd/7c7REEAU/M7YM5w4y+f3FCSIfFh+qRGuX7IiXexNqlBCGjoWclCrWHUoiUyZkwl1dRL3MkROl4QcT7G05hy6ky9I4ORlqUAYIoLRdE6R8vwHHrWCaI4EURgiglJfOOx6JjO95RdIsXGrZtvL10izb2451PpvEv/NHi8vevHYlZA+O88hr+gKUOMYQQBfEoIXRqn2jcPCkNlSYbbLwAuyDAahdh4wXwgnRrsQmwCTzsjZZJtyLsQsN953N2xx+czvr6tnEYlx7Z6e2Jcj3wXRYe+C5L7jC8InvJfI+3GZochhOL56Ky3obyOivqLHaYbQLMdh4WmwBLo1vn+8/Gi7Dz0nvPJgiw8yLsvACr49bueF/aeOk5myAtt/EC6m3SPtpjF0Tsza3E3txKfLDxNAAgRKdCcrgBLCudKIUbNHj50qGIDtF6/HMTQggJDN4aiCC+J9KQCCGEkABD7R+V68RZabLtxe9sljmSnuXZBZm4dlL3J5StPVoGAEhdtLzbX4t4ZumtIzDC2PrvQOMxRkqu8C93fH0A2cNS2lznuz1FAIDMx1b6IqSA1pnrBoQQ/0XjncrkrBD6zc5c7M+vwg0TUmHQcpjZPxY6tbydLIn/ER1Jl7wgoqzO0mqi5IZjZzu8T451b9fudt/Rzt3V4t1xLb5xtc7G6zIMA87xWNqGxaTeUTDbeJytMaPWYoddaPvzqtkzYsvP9YkNxujUiA7/nErAgD7LCSHK4VFCaKhBjccXDPB6EKIouhJDnYlodkFKPnPe5x3JbBUmK676YJtr2wP5VZQQSgKWimMRFaxFVLDvEisLq+qxePlhLNtX2OFtasx2HCp0b5sxevEab4fWrs9vHotJfaJ8/rqEEEJIIJKhoA0hHuNFESarHRqOpcr2CmHjBZhtvKuTCFEuQRRRUmOGxtG1QqOSuse01orRnzEMdYxXKq2KPvu7Q4iWLowHuvbeWyovVdMk8gjVqVBUbZE7jB4vNkQjdwiEEC9S4Ncc4tD4O+qhwmo89MM+12NK3O+Z/rP2OF5Zfczj7TwdG3hoTl9cPirZkcjZ0GqdZdHovu8+PKqrpWv5xjYmdgU6lmFo/MdPiKKI73bm4WBBFcIMGqw7KnW5nfbynwCA9OggfH3rOMRQ12kSwDxKCO0uDCO1g1dzaHcmzYr9UhJauEGNN64cjokZlNxFlO3v03vLHUKHVZlsrc5k8nchWhXSo5XdRoUQQgghhHTO37/c3eqEpgFP/N7i8r/+NR1J4YbuDIu04rOtZ/D4TwdafO5/W87gf1vOtPjcCwsH48oxvbozNNJBx4prMOvVDe2uN2bx2haXH3x6NoK0fjFk1SF0bVe5eoXrAQDf3zEeo/y8colSLs454/SFmX0jcbqsHmv/Od1nr9ldlHJ8O6IjvwPOz837Z6Thtul9mz/PNF6XaWGZcz2m2bLG6/pikkGgHTsAmD0gGkdL6nDk2TmKqYymtOPky89SQohvSFXl5I6CdFb2kvmw2Hn0few317Lbp6bLGBHpTr0iOzce6HyPD0kKRbhBg4QwPVIiDa4qnWYbjzorjzqLHTEhWtw6OR1qmqCuKAwjTXAmvldv5XHVh1uxJ6eyQ+ufOluH3TmVmDMornsDI8SPKWd03WF/fhUA4OMbx2BYcpi8wRDiBW+uO4F/zm4+8OlLp87WYsYr62WNobvVWOyYsOQPvHTJEFw6KlnucAghhBBCiA95Ut3eSatSxsXtnmjt4eJObRduoCpKvnTybC02nSgFL0jt0ARBBC9K3V+2nirr0r6VWLWRLgcokzNXjI6fMjEMQ+36FIp1vPk4llFMQiFpQBMhCCHEc0rshEDcvfnHCdf9uYPioGIZvLH2OLQqVvqn5qBTs9CrVdBrOBg0HPRqznWfxiyU44JhibhgWGKH139/w0k8v+KI6/G+vKoW16Nr1Mqn4hj8caQE015aB6NeDRXLQMWxrls1y4BjGag5FiqOgYploeYY130Vy+DL7TkwWXnXPmONWrx6+TCEGzRStViGgcqxH5aV7rOM9JhjGHCco5osK3VeYJnA+BtTbbZ1KBk068lZ0v9zVupGREggU1xCaHyoVNI3JsR3LbIJ6emCFVR5pase/H4fHvx+X7vrXToyCS9dOtQHERFCCGmJXRBBnYCVycZLF+XZABiEIPISBBFWXsDunAr8srcAVruACpMVSeEGpEYFgRcEvPnHCVSb7R3e56ZFM5AYpu/GqAOTKIqw8dLx+nLbGZwoqYWNFyGKIpIjDAgzaMALgtvgeUftfvxcRATRRRVPNT4mVrsAi52HxSag3GRFWa0Vb/95AtMyY6BRsbDaBby6xvNWaZ4K0nCINerw7IWDoFJYhQxKSlMu59kKHT5lYkDJvErFOD7m6bNTmVzJ9HT4CCGkw+i8RfnGZ0Tik03ZYFkGG46dxepDxbALnh3VP+8dS2MYPdBtUzIQGaTFA99lAZAmPfEt/G78b0s2JYQq3KI5/fHHkRKcrbWgxmyDnRdhF6SxNZOVh10QHMtE2HkBNsfzdscYXE0L49TF1RZc9cE2r8U4Lj0C7183Ckad2mv7lJsoigjVq7HrsZk4VlyLP44UI9aow3PLDzdbd+upMsweSFVBScf9sCsPT/x8AKF66T3zx5ESDO0hxSkVlwVWVmsFAOhp5jAhXhNj1CF7yfwOr19ttuHy97bicGHPbV3z3a481FrcT8oYpmGgk2EADcfiyfMGIpy+vBFCiNdZ7QLCDD3nC2sgMduk2a0GDZ2vE+/zdmX7IA2HBUMSsPgi5SWgKcHfvtyN5Z2oztoaFctAr+Zw5/QM3Dk1IyBmv3eXtIdXtLtOR1swtUXNSVURXrpkKOYPie/y/vwZXdxVNkpKUyaWoYQ0pXJOHqPDp2wiHUFCCOkw6foSfW4q2YSMKOx/erbbMjsvwMoLsNgEmO08zDYBJqsd9VYe9TYeJiuPeiuP3w4U4beDRZj2+jZMTA9HWJAO5w9LoKQlH7DYeby05hQKq8xQqdSu8xfn21GE9L2CgdTWnXFUW2QgnbMyjOMWjuUMHPcbnt90ogw55SbXa07IiESIToVTZ+uwcEQiRvQKR3KEgQqe9QCT+kRhUp+oTm8viiJWHihCQWW9NFkeIow6NWJCtBBEEbwA2AXBdZ8XBOlWFMHzAnhHh57iajM+/Ot0i6+x9VQ5Ji35A+PSI11n66II2Ow2iCKgUqkgiqLbc674OvhzXDE6GfMGd884n8XO498rj+JgQRUEUcSO7IoObzu9bzTGpUd2S1ykZ7rz811YeaAIAFDnqNz7+trjeH3tcQDAzsdmIipYuZ/diksI/XRLNgCg3sYjXN5QCAkYn289g8d+OiB3GD7n/PBvS4xRh0fm9fdBNIQQElhoeJQQ0pKoEC36xxu7NDHpkxtHY1rfGC9GRVozd1BclxNCb5+SjofpfNurKuqsmNY3Gn8ePeu1fU7NjMb/bhrjtf0R4isMJaUpG8PQsVMo55QOD4tqET/h+uyk40cIIR6hj82eR8WxUHEs2usGf+6AWPz2pHTNcdMpKblp+f5CnH5hHk127Wa/HyzGZ9vzffqan9081qevR5SDYRivJFKW1LSeEAoA1WY7Vh0q7vLrtGbziVKcOyAWai8XWBAEEYOfWgWrXWh33V4RBqy4dzJ0KpYKPZBOu2Vyeps5QQvf3oxV902BTqEFKxWXEPrP2X3x6I8HYHJk55KO06pYMAxw/YTUlldwfhNp7byzvee7QgQsVisYABptC2fN3fna7Wnjta0WqWJtizF30AwFXIzuGxcidwgdEqTh8PQFg9wOlXM2V+PKnkyjNTQqFiaTNGvLYDC47a/xNi0NcHIsMLN/rDd/BEJIN6CBNmUSRXn+7BNC/JtRp8a3t4/D4KdWtbne0OQwZOVWui27dGQS/n3xELAsfbr4yoIhCdifV4X3Npxqc73M2GAcK651W7ZweCL+fckQrw8sEmD4s6s7vO6EjEhsPlnmtuyfszJxx9QMGmxthKH+j4pFLeOVjQFV2lIqV4VQOn6K5PrslDUKQghRIPrgDFhP/3rQdf+58zIREmTA6NQISgb1gfOGxEMLG2rMdhgMBld1T0nDWY0gSt8LRYgQRUBwnKcKovSYF0QIotQKnBdE2HkR646WYOPx0mav+dQvBzG8VxjmD46nsRPSLY4U1mB632jU23iU11lRUGlu1vnUU89cMBDJEQ25Eo0/nZqmy/SOCe6WMdt//3ak3WTQYK0K4UFqPHX+AJw+W4foEC3iQnVej4UEhpEp4cheMh/f78rDP7/LavZ8TrkJjyzdj/+7fJjvg/MCxSWEhumlxDu70H5WOHFncXx4vre+7YtxShGiVSEhTC9rDLwgJSZzbOczwhPD9Bjr56Wry2otsrzu2gemSiffjrLlEUGabinJXF0tVZgyGo1e3zchhBBCCPGuYK0KV47pha+257S6TtNkUACIC9VRMqgMrhrbq92E0KbJoIBUDZaSQbvHa5cPw6dbsmG2CTjUTrXdpsmgAGDjRbqg0QTlgyqX80IgtT1WJpah955Sud57dAAViXUdPzqAhBDSUQxVNg9YgiDi+115AIDrxibi/MGxdD3ShxiGwfg0qe+st/+/3zQpDVtPlaGkxoL7v9kLu6P8/Sebs/HJZuDer/fiyLNzFFtZjvivRT/sQ0GVucXnWEbqxHDR8ERM7xcDDcdAxbKwWc3gGCAkOBgsA7As40qQjgvVI1HmvBsA+MfMzHbHkWstdtRa7Ljpk52uZX88MBXp0cHdHR7pgWy8gD6PrgQAGHUqVJubJ1YP7xXm46i8R3EJoc5EUBVdyAt4NRY7jhbXyB1Glz3x80FcNz5V7jDaNGdQ10uXd8Y5r6wHIFV4+vlvE2WJgRCiXHSmQAghPRPDMPAkF82oU2H+kATcMjm9+4IirUqJDPJo/dRIA8alR+KuaRndFBG5cHgiLhyeiNRFy1tdR8OxSI8OQmSwBolheqg4FhqOhVGnwh1T6diQnsP1nYGuzisSwzDUclyhnAmhAiUUKpKzmhm9/wghpOOosnngqqy3uf5mmiw8CqrMCAoOAUe5DoomCCJ4UcTQpDDYBQE7H5uJsc+vdRXocjpdWof+8ZQATLzr2zvGY9eZCuSWm1BSY0FZrRWltRaU1VlxokSaeP/jnnz8uCe/2baPze+Py0Yng2UYcAwDhpE6OPCCCJaBrJWLNSoW/7lyOA4XViNIK6Wyfb8rD6dL61pcPz0qCOf0j3GrbEqI6KjmbOdF2AUBdl6E2c7DZOVRb5VuTVYpsfjvX+5xbVdttuOOqRmIM2oRH6ZHQqge6dFBrt9FJVJM5J9tPYPvd+Zif34VACj6fzohXXG0qAYf/XUKtRY76iyODy2bHTa76KpoIZW0h+O+Y5nrP+7PNdx3Pic23G/03TQqWIPSWms3/VRty8qtbPNipVP2kvk+iIYQQogvaFUs6qy83GGQTtCppUw9On6kNWW1Fox/4Q9YefcB0sggDZIjDI6K8KLrnNbZmklEw7ltVb2tw69Xbbbjq+05+Gp7Du6cloF/zennvR8mABRVmTHuhbXNlqdGGpASGQQ1x7gdH+nW/Xh5IrvMhOwyE77ekYvv7xiPUakRXf4ZehpRFPH3r/agqMqMEJ0KJguPzLhgsAwDQXS2ORMhCHB/7LjvfE+1xcoLOFLU8gTMN/440eLyQK56QdV+FMzZtlrmMEjnUWKFMjW0jJc5ENI1dPwU62SpSe4QCAk41FUgcEUEabD4okF49McD+H5vEb7fWwRAKn7FsoyUgAXplmUYwHHrTMxy3jJwX+5M4mp827CO47Frfec6DASeB8sAapXKfR0wYNmG87Q2Y2Cl9VuOoeFnaSkGlmEg2G3QqVlcO7G3ohK5GleS66gr3t/qOjbO/xcA02hZw/9L5zpwLm/hOcfmbo/d1mu8rMn2cFsfULEsVBwDFceiut6GvbmVeHBmOv42kxJYO2L1oWLc+mlDlcreMcGIDta6ci2k8VGx2bip4Bg8bRhDldZxjt+h0XLnMmeeh3M/QuN9u/I6pOUcKyV3tua55Yfx3PLDHfsZ75uCPrEhnfi/45n/bc7Gk78c9Hi7U6V1OLXxND7YeLrVdb68dSwmZER1JTzSDkEQYbELMNt41Nt4t1uzTUC9tfFjx7JG69h4ATa7CJsgwMaLsNkF2AUB1ib37bwgrcuLsPGCK+HTxovgBccyQWzz978tR5+bA62qZ41tKyKr0moX8PhPBwBIpY1Hp0YgPlT+ksWEyGH2axsASBVb+seHQK/hEBOig5pjXCd1QMNJnvSg4cZ1IonG6znvN3rOtQ3TwnrS7ZrDJSivkydJtKmbJ6XJHUKPlVtugo0XqNR6D1VeZ0VRlRmZscHU+pP4lVC9CrkVLbe8IP4tzKAB4FnCHgksI59b0+LysjoryhqdW/aLC4GaY1sctFSxDEamhGPXmQqPXjs+VNf5wANUS8mgQEPiptOgRGOrg8wjeoWh0mTDqVZmc7cmWKeIIQufK6o2Y/m+Qrdl27PLEW5Quy7wOC++uC7esO4XhViGQaxRi+Jqi1diSok0uC4aBSKq9qNczt9aOnzKFMAfO4rnSgiVOQ7SOa7PTjqCilRSY0VBlQVFVWbE0fcjQnyGzlsC29VjU3DxiCRsP16IYyV1qLOzsNh5twmczoQwZwV1ocly0XXfPRlMEN1vRTRMEHVLHnPc2mzSORjLsRCExklnAkS+8f6bx+YeQ0NCW7MYGk9IbRIDL4iulrzvb8rFDRNScd/MTIQa1DIdnY7jGAaXjUrCtzvz3JYzjPQcy0oVF3lBhJUXcPXYXlCxjFvin+BK4GstadBxjtXG5OuG5MA2Eg/bmbwtOI6F1S6gzsojK7cSAPDSmlM4d3ASMn2QBKh0Zpt7QYwTJbU4UVKLkSnhjoRvgAHbPDm3SWJua4nCjZOs0WTd5gnCDYnXAJr9jnbG0KRQn50rjk3vvoIAV3+4DadfoKJi3rLuaAlWHyrGnpxKFFbVuxI8O0PNMdCpOKhVLNQcAzXHOv5J96WOVdJ9vabhvopjoWYZV0K7mmXAsdJ2Ks5xn5WeUznW06o4GDTOfyroNQ2P9RoOYXoNNKqelyehiKsrO7PLAUgXmF69fJi8wShYYpge4zMi8fKlQ+UOpUXV1dUAAKNRObNOfB1z43LYVl7AS5cO9asTMiUeQ9JcUZUZj/98ANtPlzdL5qEqrD2HIIgorjFj/At/tPh81hOzFPEFnPRcnOtLMFGaxrPICWnq94NFHV63peqEj83vj7mD45EYRhMEfaFp0mFbDuRXuz02aDh8fds4DEoIBUsf6F4VH6rHmNQIbHeMlTiNSo2AhmNxqLAap0vrcP7QBFw3PsU1WJwWFeRK2ifeRX/ylMt57CipSZlYhqFkXoVyfmxSy3hlcn120uFTJLujYk5prYUSQgnxMfrcDGw6NYdhSUYMSzLKeh1V7mu5giDiwrc2Yl++NO73yeZsfLI5GwDw74sH4/LRvWSJqyNYlsGLlwzFi5f4Z65FV+RX1mPiEul6IY3rd8x5QxMAAHd/tcdtuSiK+OD60TDq5LvG2tLvqNzv/bb0izM2y0GoMtmw5nAxeFHEnpwKfLU9t1P7FkXgpk92SOMHvB0sy0CrUYNzJHCfrbVg4/FSt23mDIzDu9eO7PTP0xOJooi0h1e0+ryGY5t1hLt6bC9cMCwROjULvZqDzvFPr+GgU7FUqMoHFJEQ+uqaYwCAj28YI3MkhMgrJcKAcIMaFSYpSW/WqxsoQY90mcXOY/gzq2Fqp7Xv5aOSfRQR8aY/j5bgho93uC1rr12AUaeCTkMnYYQQQrxP08Uv+c6WNn/+cxpSo4K8FBVpTVdmxZqsPM5/cxNumZSGxxYM8GJUBACevXCQq3uE0+pDxW6Pf8kqwC9ZBW7L6Ptj96Fru8pEFUKVjQElFCqV8xpzJzu5EZk1VAglSvTYnN547rcTWHWwCIMSQ+UOh5CAQp+bhEhJlZ9dNxRF1Rbk14m4+X87Xd/H/vXDfkfyUM9q2asExkZdeiKDaDJxR03JjG62bHdOJXLKTHSe1UWhBjUuHpkEALhsVDJeWDgEAPDv347gnT9PtrltuEGNzNgQWHkBvCDijyMlHr32bweLkJVbiaHJYZ2KvSdi2kkUb5oMCgDrj53F4osGd1dIpAMUkRAaqpf+6Lz0+5EeOeOCkI5iWQaPzR+AB77LAgAsvmiQzBERJVu2rwB//3JPm+sMSjTix7smQk0zNBRjy8kyXPnB1jbX4QURYQY1NBwLk5VHvY0HxzJ48eIhuGBYQrsndYQQQkhnTe8Xg+wl85FdWoerP9yG/Mp6j7YfnBiKCRmRSAqnCqG+cO6AWGQvmY+DBVW44v2tqHG09OqIQYlGqDkW109I7b4AA1jfuBDcPaM3/vPHiVbX4VgGRp0KKZFBEAHcMCHFdwEGIMpJUyZn5RNKKlQmhqHECqVytTek954iOceNRDp+ipQUJlUFzYzzn85jhAQChmHo7x4hDld8vBeHi2qbLZ/ZP4aSQWXSuPMPx9E1wo4K1atdk69TFy13LR8Q739VOHuKf83ph3/N6dfh9e28gN6PrmxzHZ2ahZplHe3GGYxMCferLr3+wvm7XlVvw9CnV7mWswwQrFWh2mzHhcMScP2EVEQGaREfRt0I5KaIhNB/zs7EmsPFiAzWyh2KotXbeOzOqcDS3XkAGr53NG3x0tpjb2rpterN9WAA6PXVrW7nlBCmx7j0SO8HpgBL9+S57l81xn/L5hP/d+psXZvPr7hnMgYk0AmrklSZbFh/7GyH1q10VBp24gURKo6hZFDiV2iIlJCe6/eDRe0mg94+NR0Pz+3vo4hIW77bmdduMujJ5+eBo9bwPtVaMuhlo5JoMq2P0Tm0grlaxhPFooOnWCxDFUKViqHPTkXbnVsFADhWVAMMkTkYQgIIA/rcJMRpTEpos4TQd64egbmD42WKiCxZedh1X6CTdI+Iooi3m1SsPFVah94xwTJFRKx2AQ9+n4Wf9xZgYu/2c4peu3w45gyK80Fkyvbz3ny8te4EjhU3fH5nPTkLIVoVWLou4JcUkRD62urjAIB3/jyJr7bnuD0nisBLlwzBuGSDHKEpSnmdFeV1Vtz/bZbcoXjF0rsmYESvcLnD8CkbL2DTiTLX4z+PnUV0sBZBWhWCNBzCgzRUyTEAVJlsqLXaIQgieEGEIEr/eAGOW7HRbaNljse8KIIXBPzf6mNtvs7N/9uBD64bRSXtfSi/sh5nayyIMGik4yaKEB3H1v1YNzm2ooiSagv+8c3eTr/2bVPSMXsgnewSP0LfHQhRJFGU/kbZBakdS9N/dkFEpcmGF1YeaXdfn205gz8Ol+C5CwdhbIBOBvMFURRh5QVY7AJ4Xjr/EBzHihdEFFaZ8cnm7Hb3M/3lPzGxdxSeOn8AtCqq5uBNvCDCxguw8gKsdgE2XmizNdLWU+X4JasA5w9N8GGUhCiT65STrncpEsswdOgUjGEYNG8qR5TA+dlJ1ZWVad0x6frC4KQwiKJIE1sI8RGqbE4C1Q+78lydL9viaRch4l3RIQ2F2cY8v9Z1vic6/iNChChKj0VRdNxKLdPfvWYEDBpFpB11i8IqM176/ajbsmgqdCer4mozft5bAABuuTWt+eivU9iZXQ6GcXSScdymRwXhkpFJdL7scO/Xe90e339uJr7bmQuGYcAxUrdjlnH+a3jMsdL/T2k99+ca3xdFEb1jgpEUTrl/3uL3n8w2XsBvB4tcj5tWNAOAl1cdxfc3D/dlWIp20fBEAA0tXZq2eGntsTe19Fo2mw0Mw0CtVre7fWZsCIYlhXk9Ln/XNNnzxo93uD1ODNNj06IZvgyJ+NjqQ8W49dOdPnmtwiozvtmRSwmh3SgrrxrXfuofSfq9IgyUUE4IIcRjR4tqMPu1Dd2yb5OVx/GSWjyz7BCW3zO5W14jUH248RSeW364/RU9kFNuQs72HFwzrhcGJtD5Y1fV23jc8Nm+FluotSen3IR7vtqDBYPjaXa2j5isPKrqm49XEf/nHJfiqQKKIjnfe5TQpEx2QcTW0xVyh0E6wfl+s9oppVeJzukbheNnc9zGmF+8ZAguG5UsY1SE9HyUQ08C1Wtr2y5O43S4sKabIyFtefK8gVhzuASAZ+d4G46dRUm1BalRfp921G0SwvT46PpReOLng67E5qHPSO20jz43hybOe8Fzyw7hw79Od9v+d2RXYEd2y99NUyKDMCYtotteW0l+/fsknPfmX67H7RUf6wyGAU6/MN/r+w1Ufv/J3HiW6Zi0CDx34SBoOBZaNQsNx4JjGYTo1KirpZOE9ujULDiGQUKYrsXn22sR390t5C1WDgwArVbT7mvXWmx4ZfXRZut1h7Z+bovFCqDlmDtqet8YjErt+B+RBUPisWxfYYvPLZrbr9NxEGXIiA7y2r4GJ4ZCq2KhUbGNbjloHPcZAOEGNV5ZdVSq6iWKULMs7pyWgSCt3//5UARvjQEZNBzUHOv4xzS5le6rOBanS+twtsYCo06FhSOSpOPsmOV0tsaCl38/6qgGJjiqkgqu6mBJ4XrcMTUDKkoaJYQQ0sjZGkuntgszqKHhWJS0sv2Ds/tCxTII1qnQOzoYe3Mr3Wami6KIyCAtekXSbNHOWH/srEfrRwRpoOFYFFWbmz13/tAEDEgwQsOxSAjTwcaL2JtbCaBhIiDLMBicGErJiR6w2oVWk0E5lkGQhkOwVoWCKumYjEuPwJi0SKkNoSiif7wRBwuqXduIEKHmWPSPN/oi/IAjiKJUQYAojoaTjpvZzsscCekM558VUeye8UrSfWy8dJE5LoQq5yiR2vHZaecpu0mJVh8pbbbsaBFdXyOku9VY7Aih6yokAG14cDpMVh5Wu9SdxmLncf/Xu7Ert9ptvR925+GH3Xl47sJBuGZcikzRBq7kiIYx1ofn9sPIlHComlxrVLGM2zVHNcdAr+YCfnKeIIgw2wSqctuNdmSXd2l7hgFULANbk+8vswfGQqvipCrejSrg8oKIyGANxqRFYnRqYHUsbsvgpFBkL5GSNeutvKuzqeDsYut4bLLwKKmxoLzOgrI6K8pqrSiuNqOwSvp3uLC62b6DNBxijDr8aw7lO3mT3595qtmGxJN9eZXoHR1MF5E6yWyTBtreWtd6aznie2+tO+n64OyIEyUtXxR8/YphOI9aAvZ46dHB2PrwObjo7U0orGp+Qb49zhOaEJ0KhVX1sAsi7LyIWou9w/sorDLjlcuGevzapLlhSUbse2QyjEbpwvyJkhrMfX1jsxNSZ0I/wzBubeJ1Kg7pMcEQBBHlddYOf9moNts71Pq1qQEJRszoF+vxdoQQQnquSX2ikL1kPsw2Hv0e/63d9RkGCNOrYRdElJhaTyZt2manNb//Ywr6xoV0OF4i+ezmsRAEEUOfXoWads4Dww1q2HkB5XXWFp//JasAv2QVtPuad0zNoAlsHgjVq7H1nxMw7uXNbssTQnWw8tJFlIJG3we2nirH1lPtD44+f9FgXDW2l9fjJUBsSOcnihL5VNVLn4ERQXT8lEiv5hCiU9FYsQLV26Qk7CFJNFFBiSocXdyiKKFXkVIj9ThZagIA7Hn8XITT30BCfMLGi67JSIQEEoZhEKRVIajRacPAhJBmCaFOKTT5WxbL9jWM7c0ZFIeUSO8VKOrpjpfU4m9f7nZbplWx2LRoBlUH9ZKf/z4JAPDHkWLc9IlnnVRD9WpU1duaXXsHgN8PFre57fDkcGw7XQ41JxVYMurUSAzTQ6dmAz4RWq9p+Xf7twNFuOPzXS0+p1GxiDPqMDIlHPGhOjxx3gBEBWlpTKcb+X1CaE65yXU/JkQHXhTBgn4hOiNIw0GtYnHLpLQWn5e9QqjFAjCATtt8IKk7X7s9bb222SJdxG4p5o6a1Cfao/VvmpSGh77fBwAYlRKO7++c0OnXJsoUF6rDlofP8eo+v92Ri4d+2Nfueolhejwyjy7kd5feMSE4vnhep7atNFkx7JnVXY4hIVSHC4YnIjJIAxXLgHPM+os1aikZlPgWFRohRFF0as6jSU4AMPb5NSiu7lyFUQC4emwvpEXR4GRnsSyD/U/P7vD6qYuWd/q1BiYYcTUlIXrMoGn9fWXnBfR+dKXH+5wzKK6rYZEWiCKokr5COTsTqen4KZJdEKGiCweK5DxqdPiUjd5/ylRWJyX0nlg8l85fCPGxQE8eIaSizorHfz6ADa10rtGrOUzIiPJxVARwP687XFhNCaEeaFqsYHx6JL66bZxM0fRsM/rFdugaxF/HS3HNR9sAAFX1tk6/3gPfZbX63MGnZ1NH1RY0TgZ995qRiAzWINygRnSwDka9is6FfMzvf0OTIwxIjwrCqdI65JSbKBW0C8IMGozPiMTfZ/SRO5QWVVdLM4GclfKUQI6Yy2obKvPsPFPhs9clPdt5QxNwttbSbjWu/Mp6bDxeiguHJ/ooMtJRYQYNlt8zCfPf+KtL+ymoMmPrqTL8eNdEL0VGSOfReR8hPVtXkkEB4IttOfhiWw52PDoT0VSdyK8dLKjG5BfXYfFFg3D1WGr75Q2NJ8964tllh/Dq5cO8GwwhhMjELoiUzKRQnOOCs0ATAQnxuYwoA06VmujzkxBCiM9tPFGKZfsKW33+81vGuM4TiW+F6NSu+xa7IGMkyrfk4sFyhxDwjhXXdGn79OggMJAmgAuiCBHAmbKGsdhLRiZBp6bqr+254/NdePr8gbh2XApVAZWJ3yeEsgxwqrQOAPDfG0bRl1QS8IYmhbrup1LZfOIlfx4taTEZVKNi0SvCAEEQYRdExBq1mNSHZuf5q4EJoVh80SA8+uOBNtdjGeCi4Un440gxYo06xIXqoOZYaFUsdGoO9/jpxAFCCCE9y6r7pmDWqxs6tK5Rp4LgGIARRBGCIN2fOzgeoXp1+zsgXbZk4WAsWrq/Q+uG6FQQBNHtmIXqNZhIVR68Jj06GE8sGIBnlh1qdR1nC2zRMXApisA14yght7uIImU1EeJrVCFUuVhHVRD67FQ2OnzKFKzlYLbxcodBSECiv3sk0J0/NAFDEkORlV2CL3cWYFt2pdvzpY2KIhHfqrXYXff7xIS0sSZpShRFhBnUqDRJlShn/t/6TneDJN5x06Q03DQpDc+vOIz3N5zyePtld0+CQeP3qXR+KXvJfOzILsel724BADz5y0E8+ctBbFo0A4lhepmjCzx+/1tcUtNQNWZceqSMkRDiH3rHBrvuZ5eZkF1ah1RqlUk6qaTGjIve2oz8yvpmzyWE6rDZy63pSfeztTJz79hzc6FR0aQKQggh/qN3dDBum5Le7qDM3EFxeGzBABowkNkFwxKxdE8+tp8ub3O9964didkDqS25L1w/IbXVhNAvbx2LiCAN+sUppwOHklG3I0LkIYoitRxXKOfnJk8lQgnxOTXHwi6IEEWRWjYS4kP0biNEcqSoBisPlrglg750yRD0jzdiUGJo6xuSbhUfqnPdf/vPE3jzqhEyRqMsDMNgz+PnIu3hFQAAG0/nWf7ikXn98ci8/q7Hu04U4uIPd7e73YAnfgeADrWnJ82NTo1A9pL5qDLZMPSZVQCAiUv+AABsfGg6kiOo6J2v+H1mSHRwQ+u/n/cWyBgJIf4hJkTn9rgXfWCSTqqos2LM4rVuyaBzBsZhZv9YjE4NxyuXDZMvOOKx0loL/rP2OJ76VUoKSIsKclURfmhOX6g5+uJBCCHEv7As46pg2JaVB4pcAwZEPnoN16EqbLd/tgt/Hi3xQUSEYxmkR7c8OfCqD7ZhzmsbsetMhY+jIkSZBEpKI8SnOFeFUJkDISQA6dUsBJHawRJCCPE9QRBxx+e78NvhUteyB2f3xaWjkikZVGbF1Q1F2m6fkiFjJMrEMAyeWDDA9fj3g8UyRkNa0ycmCPsemYzsJfORvWQ+vrltnNwh9WihBjWOPTfXbdm760/KFE1g8vsKoRWmhtLgVCGUkOZYKoVAOmHLyTJc+cHWZssfnNMXKREGqDi/ny9AHIY/swoVjjYEjZ0urQMAJEfo8cfhEmw4dhZqjsXAhFBcMjIRAIOM6KCAmKH26eZsRARJE0wa/7jOu27LWvj/4VzENJrH3bCsY+u5749x29ZsNoNhAJ2urMn+mFZjbrywxZ+jE7GixfUaYq03S8njBn11q6/X1s/r3I+KZTA5MxrBWr8/DSWE+MBtk9ORER2MWz/d2eo6ejWHmyal4q/jpVBxDNQcg+p6O4x6NQYnhlIFbB96/7pR+PNoCf7+5Z4Wn1dzDPrHGyGKwOYTpVBxLDiWQXG1GWPSIhDVaMIn8Y4f7piA4c+ubvG5OKMOBZX1qDRZoeJYqDkGogjUmG1IjjBgYAJdbPEWBgDlEyqT87svVSlULkooVCZny3ieDqCiiaDjp0R2x9+8jkz2IoR4F31qkkDHsgz+Nacf3l9/AhX1UovyV1cfw2WjkhEdQmNGctKpG8ZXqRhV5zROdNNrOBkjIR01Ji0CL14yBA99v6/Zc8OSw7BsXwE0HAutmoOGY6FRsdCqWLAMgzCDGgnU0axdGhWLj28YjRs/2QEA+GJbDr7YloOld03AiF7hMkfX8/n9lfgHvssCALx51XCkUVtsQgAAQ5PDkJVbKd1/ehWCtSq8e81IDE6iC3qB5IMNp7B4xWGv7vOcV9a77v/690n0O9XNlh0owSO/HO3W18gtr0dueUMV2I3HS92+lMwdFIcxaRG4dlxKj0sENtukSgf/23JG5khIU48vGICbJ6XJHQYhxAtqLXb87Yvd2J9fBZZhWmzbyjBNEtAbLe+IehuPt9adxFvrWp49euy5uZQU6gFeEPH0rwfxa1YBOJZ1O2ZNj0l7kxyasvEi9uVVuQZ4mlp80SBcPTalM2EHrHf+PImP/joNjpWOR+OJHu1N7CmqNuPur1pO3m1s/1OzEKJTeyHawJVTYUZyOA0CK5Ha8SHY0iQ74v+q6u3ILq+ndnwK5JzgXknvPUWyOipL2imZXpFqLTwAYNZrG/D+taPQOyZY5ogICQwqjqHPTRLw7LyA1YeKXMmgAPD3Gb071EGIdK/ERoltZ8rrMMQQJl8wClVS01Bl9fr/bseux2YikibHe0VxtRl3fbEbNWab+/gowzjGSBuuQUi30kLnKAHLSOvyPA8GgFrlSJNjWu8Ysze3stWiCE5r7p+C3jEhXvgJe7bp/WKQvWQ+rv/vdqw/dhYAsPDtzVh572T0jzfKHF3P5vcJoYcLpSpUvx8sRu+YYPSLo1+Izrp4RCLSWmknR5TlqjHJroTQqnobquptOO/Nv6BiGfz894lU6UWhSmstGPf8Wr8ZFDjvzb8owcLhcGE15r6+Ue4wusXKA0VYeaAIwVoVLh2VLHc4XuV8J41KCYfWMbuRAeOqYNE4yaXxsqYVLrqyrCPsdmkgXqXy7xmD3oozTK/Buf1jvRESIcQPnCipdX2Jl8PtU9Oh5igBxBO1Zjs+lWmyxNTMaFleV8n+/dsRr+0rRKdCjdnutmxS7yho/fwcRCmOl9TJHQLphCJHWzwbT21zlWhrdiUAabKDis4HFKXeKn2/9JcxMOKZw8XS3zyzjYeRJpUozuZTFQCAU2frMPP/1iM6RIv1D06DQeP3lwsDXrxRiytHxiOGqugpkk7NuQoYENLTnSmrw/L9hWAdCVl2QYSdF/HqmmPN1k2JNICjqtWyO1Zc67q/60wFhiSFyReMzPbkVKDabIcgihBFEaIodYURHd0NGnfWYxipa0VxjbnZfkY+twZ7nzgXYQZKePbUs8sO4aO/TssdhovzODeVHkUTq9pTY7bh1k93Yuup8mbP9YujZNru5vff8Jwnx79mFeDXrAL88veJAf0HqCvun9VX7hCIl8zoFwtgf7PldkHEiv2FlBCqUHUWu88HwheOSESQY7CvaVvpaX1jKBnUoazWKncIHlk4PBGDEpt/DogADuRX4eTZWgxKDEWUY9ZltFGHhSOSfBxl93OOIbx2xTAkhftvi4vqamnyi9Ho35NelBInIcS3hiWH4cDTs2Gx8bDyAsa/8IdPX/+99afw3vpTPn3N9jwyrx9um5IhdxitCjWoceTZOaiz2HGipBaXv7/VZ6896d/rfPZannrt4v6Y0TdK7jCaefaCgXj854Ne2VfTZFAA+OtEKTIfW+mV/XfWyefn9YiLP3GhdGFeicINUiJTrFEncySkM+YPjMa27Moe1+0iEAiOq2mJYfTeU6LhSUasO1ZGCYQKdbLU5Pb4bI0FA574vVtea1CiEcvuntwt+w5E6VEGPDy7N4xG/x3nJK3blVOFs7VWXPvRNnx281i5wyGkW01/+U909HLn/d9m4aLhPe/6lNJEBTckLT796yHcODEwO7yt2F+Iu77Y7bX92XiaANcZ/93UvcmgvWOCoVOzEMXm3c0a50uEGTR49fJhVMW4C678YCsO5Fc3Wx6k4bAjuwJj0iJkiCpw+PU39pJqs1v7upsmpmEAlYwlAc5s4zF68RrX476xIThaXAMA+OHOCRieHCZTZKSrUiKDkL1kPoC2E6+qTDYMfWaVV15zWVYhji2e65V99WST+kS5jk1TJqsdZpsAuyDAzkuzHG3O+65bEXZeAC+IOFBQhedXeK/SU0sEUcRN1I7bNeDAUutAQgjpVsFaFYK10lfLDQ9Ox+myOrz0+5EWv+gHgj4KaBOjU3PQqTlEBmux8t7JOJBfhQe/3yd3WLKKD/XPhJRrx6ciSKvC/d9mNXtOq2JhsSu7wkz/eCN6wplaRpQB0TQ4rEjOttVCS6UeiN9jWYYmsiqUs6IrFQhVJudEDp4OIGmHEr4bEeIrKsdnZ0okJfSSnm/VfVPw3a48QATqbXyrnWo4lkFKhAE2XoCaJnnJamRKuNwh+IXpfWNw+ahkFFTVSxVuGbgq3Ta+1LjmcEmH9rfqUBGuHpvSPcH2YB9dPwo3fbKz2/Z//fgUXDs+tdv2TxosWTgE//7tCI4U1eBsjcW1vM7K45qPtuHYc5Sn0p38OiF09eFiVJhsAIAvbhmLib39r1oHIb725bYct8fOZFAAuPidzQCAd64egbmD430aF/Eeq13A48uO4ed9xa5lvSIMqLXYUWuxw+rFi753TPPf6lVKYdCo0Lja//68KpSbrNCrOZisdlTV27DuSAnqrDzKai3YnVPZ4X1P7xsNjmUa/WPBMQDHslCxDFiWwQ+781y/E/OHxOOmiWmUGN4E5YMSQoh3bTpRiqs/3Oa1/UUFa1DazdW4b56UhscXDPD6fpVUPfl4SR0ufn5jl/dj1KlQ3UKlSW/Rqlisum8KUiKDuu01WuI8lv5AFEXc/Pk+7MipanM9i11ARnQQrLwAQZCSMoqqm7eo8sQ95/TB/edmdmkfgYhjGSg7NTdwOSeiU1KTMnEMQ8dOoTSOC/4tVa8m/s+Z1GSx8YCeWsYrzbn9orD6SKnr8ZVjeuGFhYNljIiQwNAn2gCzXcBzF9L7jfR8vWNC8PDc/q7Hz1wwCADw2dYz+HJbDg4XSmMwvCDiVGkd8ivqkRrl23Eg4i63vN51vwc0cek0vYbDvy8Z0uH1X119DK+vPd7q84/+eAAv/nYU8aE6LLt7EnW36KAZ/WJdhZpEUcTDS/fj6x25CNGqEBWiBetI1D1eUuvRfh+ZnYEQrQqXUZKuzwxKDMWUPtHYeLzUbfkLCwdjEuX/dTu/Tgj9eW8BAGDlvZPRnyqDEgIAuHZ8CoqrzXhvQ+utMY8U1VBCqAL9caS41dkuOeWmFpc39eDsvtCqWPSOCcbw5HBoVCw0KrZHtGD0R2+tO4Evt+WAZaULUdllHTtOrZnZPxYpkQbEh+owODEULMuAZRjXiS3LMGDZhvscC9wyOc19HZZBcY0ZDBhUmKxIiTRAw7GumWwMZUcSQgjpotJaS/srdUB6VBBW3TeFBsJ8pMbStYSLxDA9Nj403VVNj3QfXhBxorTt80qNisW2h89BOFWl9AssQwmFSqVTcwAAk5WXORLSGSzLUIVJhXKOTVRRQqgiOc8G7fQGVKTrxia6JYR+tT2HEkIJ8QG9hoOpi9/LCVGqeiuPF1YebrVS6LSX/8Sux2YiMljr48iIU2FVQ0KoIAIlNWbEhPhnNx1/ct+5mbiv0cRqi51H/8d/c/ueWlVvQ1W9DVtPlWNSH0qA81R2mQlf78gFII1vd2aM+/mLBmPe4DiYTXVQsUyP6FakBPmV9Zi45A+3ZRN7R+LjG8ZQtxcf8euE0J3Z5QCAua9vbLVVLyGB5pJ3tyArt9Jt2bZHzkGskU7KlC4zNgQhWpXrRCY2RIPiGs+qZb30+9EOr7vvqVkw6mgWf1d48v+7I9YcLm5/JR+4Z0Zv3D+rr9xhEEII8VMXDEvEBcMSmy0XBBEWu4Baix2jF69pdz+nSuvQ+9GVzZZ/fONo9IkJRlSw1pWoQ7puRHJos+/VoijCxov4YXceHl66v83t8yvrkf7IimbLNy2aATXLIIa+j3iNimOx/h/jAEjVZ2/7dCdWHXI/T7TaBQx/drXr8doHpiIjOtincZIGFrsALQ1kKlKtIxlNq6bjp0RmG0/vPQUzaDgEaehcT4nqHZ1qDHT8FOna/2W5PX7qPO93UiCEtExLYxwkQJ2tsbSaDOp0qrSOEkJlNDY90u1xfkU9JYR66KHvs/DtzrxWnw/R+XVqlt9KiwrCD3eOx4Pf7cOp0rpO7eORH/fjkR/bHvsGgOX3TEJ0sNY1gVEQRfCCCKNejWAtHT9PNU0GPfrcHGhVdC7kS379WzupTzQ2HDsLQLq4SJVICAGCtc0/JEOpNU+PkBRuwP6nZwOQWlauPFiCf/3s3YTDxoY8tQoqloFWxYIXRZhtzZscrvvnNKRRm4ZWHXx6NsrrrBBEEXZBRJ3FjjfWHseawyVyh9YlY9Ii21+JEEIIaYJlGeg1HHRdTKq58eMdbT7/xIIBuGlSWpdeg0gYhoFGxXTpfK/pwE5joXo1/vrXdITQJKQuuWBYYrOE0KbOeWW9R/uMDNJg06IZlHTtRTRipUzOsUYNVatWJFEEdURRMFEU6bNToTjHgaPrNco0rU8E/jxe7npM5+qE+IbVLkDN0ecmCUy9Ig04vngu7vhsF9Yeafn62aXvbqECYTKy2huuEb999QgM7xUuYzTKUmux4/r/bseuMxVtrvf1jlwMTQ7zTVA9zMiUCESHaDudENpR89/4q83nf/vHZPSLo87W7ak22/DvlUfclh1fPBdqGnvzOb9OCH3jimEY9oxU8SKn3IRUSkoipMWs+bI6KxLD9DJEQ7rT3IExOH9kGuqsdpgsPEw2O+y8NBOFF0WIoghekFoTOmeoCKLzPpo8bli++WQplu7OR/94Iwoq61FVb5P7R1WsIK0KQU1mBH1w3SjkV9Y3zB4SpGRR3vHPLggQRenCVU1tLQRRhN4QBFEUIYhwHTPRdR+OxyIEQbp/tKgGtRY7bLyIepsdtRYedRY7ai12bD9d3lKoLQozqLHxIUrSIIQQ4l0Mw2D1fVOwI7sCLAME61RgGQYsI7UcMtt47DxTgQP5VdiXV+Xx/p9ZdgjPLDvk8XaDEqXBmpaawogQMS4tEv+a2y8gBybGpUfi05vGILfCBA3HwqBRwXl932znsSO7Aj/vyUedhy2Vq+ptGPzUqk7FNDgxtM3nWZbBm1cOR3KEoVP7V5J5g+Pw4XWjUFhVD42KBcMw2H66HJtOlKKwytypfZbVWdHv8d86tG5yhPRd0/necZzmut5JzvPexsucd5LCDfjPFcMRaujZ55ssw0AQqW2uEjmrS1rs1DKeEF8TAcqmVyhnEn3jxAGiHJFBGgDAfTMzMTkzCsMpMYEQn7DxItSUSE8CmJpjseTiIS12FeoTE4zHF1DFajl9trWhgmt0CFVq9cT+vCq3ZNDbp6QjKVwPg0aFIC2HUL0GyRF6JIRSLkdXfHLjGGw7XQYbL00sdI1PusYppTubTpTiw79Od0sMZbWedXYNVAfyqvDFthzX429vHx+Q11z8gV8nhIYZNOgfb8ThwmrEGOkPDyEA8MLCwRj7/Fq3ZWdK6yghtIfSazjoNRzgxe6PhwqqAQCHC6tbXefIs3OoWlAnMQyDpPCOJSZUV0snp0Zjx2cT7cguxyurj3Uqto9vHI3pfWM6tS0hhBDiiT6xIegTG9Lic3d9sQsr9hf5OCLgQH7r5z7O568bn4pekT0/wbAlUzKjW1x++2c78fvBtqtTdof9+e0nC3+9IwcPzu7ng2jkxTAMZg6IdT1+d/1JfL+r9RZU3pZbXt/pbU+drcNfJ0oxf0i8FyPyP2qOgU2ghFAl4h3HjWXo4jwhviQIImx2garzKhT9xVM254SiEJ0KI6j6FyGEEB+KDtHiwNOzMf/1DTjTaKzhqfMHYmLvKBkjI/MGx+FZxwT8TzZlY3RqhMwRKUdmrPtF/Pc2nKJqt91Ar+EwrQPXuKf3i8GsgXEorjbj7q/2dPl1Ny+agQTKw+mwI0XVyC4zuS0bk0afJ3Lx64RQoCFhiQZmCZEYm1Ty2/nYTEQFU8I06bgrxiSjqLoeZbVWbGulmiQNyPuvwYmheHRef/y6r8AxA0qquFZn4XG0uKbNbXPLTW0+TwghhPhCdyaDTuodhQdn9wXDuFcCFdu5bC2KQKxRh7hQXbfFplTdmQz6/rUjEWvUuR2v9o4VIB0vjYpFv7iWk457ujkD47CkSdsdb7lxYioWDk8Cw0jjMO63ACCdezqrgoqNqmI67zUsEqFVcQFRxbXeJkCvou9QSmTnpep29B2YEN+y8gJ4EQjS0GRkJbI6Pju19LdPkaJDtFBzDG6alCZ3KIQQQgJQsFaF968chNlv7XAtu/rDbfj85rGY1IeSQuUS36h65ahUmjDiichgLR6Z1w/Pr2gYq6uz2Jt1mCS+MyYtAr8dKPTKvmrMdq/sJxAUVZkx57WNbssMGg6iKLp1mCK+4/efQvMHx2P5/kK8suoo/ja9N8IMGrlDIkRWTT8rKRmUeCozNgRvXz0SAJC6aLnbczEhWmx/dKYcYZEO0qk53DolHbdOSQcArDlUjFs+3dniulTplRBCiD96YeFgvPnHCeRXdr7qYGM7Hp0JURTBiyLijDoaXPCyZy4YiFdXH0OFydblfb16+VBM7B0FQQAMWq7ZZDfSMUnhelw5Jhk/7M73qFXrxN6ReOaCQVCzLNQqBmqOhZpjoeFYqDgGKpah9w8hhBBC2uWc/EHnDcpksQuw8SIlKhBCCJFNfKgO+x6ZjIs/3IPjJbUAgGs+2oYPrhuFc/rFgGXpHENOT/96CDdOpIkjnrhgWKJbQugnm7Pxt+m9ZYyIjEqNwODEUGSX1kFwXDsw29oeR712XAoAQBClkgUGNYecchP6BmhRAk/FhGjx6Lz+WLzisGuZycqjqt5GeX4y8ftvey9fOhR7cirwwcbT+Oiv07jnnD74x8xMucMiRDZNZ14XVZmpkhHptDCDGpWNLu5fNbaXjNGQzqixtJ6c0e/x3/Dq5UMRHaxDQpgO6dHBra5LCCGE+MqVY3rhyjEN5xy/ZhXgXz/sg8nKe7SfFxYOxujUcGhULFQsA45lYONFqFjQwLEXXTc+FdeNTwUgVdJ7+tdD+GzrGY/2ceGwBCwckYShSWFgWYBjGbAMAzsvQEVV+Tym4li8sHAIXlg4BABgstox4Inf292uV0SQK/mzaTKomo5Dl7AMwFP/XGVyVruVOQzSOXTclMuZRyiIdBQJ8TWzTfrexdF3JkIIITIbmRLuSggFgFs/3UmVQmV05+ReeGdjDgCpoNCcgXF486rhNHbXAU0LeL30+1FM6RONwUmhMkVEooK1+PXuSW7Llm4/hfuXHm5lC7Q45v3hX6ex4cHp6BXZ8zsgdRXLSl0IGieEAsD4F/7A4WfnyBRVYPP7hFC9hsOGh6YjK68Kj/64Hx9tPI1rxqVQVUQSsBiGwbj0CGw9JbX6jjXSe4F0Xnyo3i0h9LU1x3HTpDSq1qQgFw1PwkXDkwAABZX1mLDkD7fn7/smy3V/2d2TMCiRvnwQQgjxH1tOlqHOYsezFwwCADzwXVY7WzR4eOn+Vp/LXjK/y7ERd4IgYtWhYgxODMX/XTYUG46dxU97Czq07U97C1pd9+2rR2De4HhvhhowTpTU4MlfDuKCYYm4b2YmXl1zrM31v9qeg6+257T43IuXDMFlo5K7I8yAIIpSUihRHkGQktFYqnJHiE/xjvceJaQpE0sJvYrmrPzvfB8SQgghviKKIvblVaGiuga1Fh6HC6ubrTM+I1KGyAgA3Dk5xZUQCgC/HSzC/vwqDO9FLeTbU13fvHjPF9vOYEnSEBmiIVUmG9YeKYZG1TAhnmUZaFQsXru4P9RaPeyCADsvwi4IeHbZYdRaWm4NP7xXGCWDtqPeyuPTLdnYeLwUKS38v3rr6uEyREUABSSEAlL1i5Ep4bhhQioWLd2Pcc+vxXd3jKc/PiQg1VnsrmRQgFrzkK75/OYxGPfCWtgalbMZ8tQqSqJQqGpz69VCb52cFrAl7en6BCGE+KcD+VW48oOtndqWZQC9moMgAiJEiKL0eS9CxEOz+3k5UgIA3+zMbTMJty1BGg4ipGPkbLkDEUgI02EEfa/vtJn/twEAsOlEWYfWD3G0BBUhHQdBFCEIQGSwBuPT6YJLV4ig7+ZK5Uxmopw0QnzLmYdGCaHK5BxmoWR6ZYozanH8rAkGDSd3KIQQQgLMNztysaiNsaX/3jCKzg9l9sIFffHwz0ddj6lLaftEUcS4F9Y2Wz41M1qGaAgAXPPRNuzPr/LKvh6c3dcr++nJ3lp3Am+uOwEA+OtEw/Lbp6Tj4Xn9ZYqKAApJCHW6YkwvfLMzF3tyKlFaa5U7HEJkYeMFt8dnyuqQEhkkUzRE6SKDtfj9H1Mw45X1bss/23oGWkf7yLmD4qGnAUJF+LyN9q29Y4KxbF8BNBwHrYqFxvFPp5Yex4RoEdnDqm87hw0oH5QQQvzTwAQjHpvfH88tb71NS2OvXT4MgxKN0GtU0HAsOJaBimOosrmPXDQ8ETtOl2Ppnvx21x2TGoGnzh+IIC0HnZqDimXAMAxCdCpqTe5Fq++bgnlvbHSb3NWSxDA93rt2JHRqFiE6NWKNNJjfHeiSlbJRQi8h8qAJnMrkTOilT05lMll5mKw8iqrNiA/Vyx0OIYSQALJgaAI2nyzD+mMlqKpvqMZ317QMPDSHJnj7g1/3l7g9pnOF9jEMgwVDEvDD7jzXsivH9MJc6ogkm9evGIbX1x6HjRewYn9Rp/Zx8vl5lKDeDlEUUVBldiWDNnb12F6UDOoHFJUQCgAax8WjM2V1MkdCiDyqG50gh2hVdDGPdJnJyjdb9vhPB1z37/+2oXXr61cMw7j0SCkBg2Wg4lioWAYsw0DNMXQRTWa3T8nA51tbbgP6rx86V9GrLRcNT8Siuf3AAOBFEWaTFZFBGq+/TlfRbyUhhPgnhmFwzbiUDieE/uObvS0u/8+Vw3He0AQvRkZaolNzuG5CaocSQrdnl2PeGxubLedYBiefn9cd4QWkPrEh+OrWcbjk3S1trpdfWY8F//nL9fiVS4fi4pFJ3R0eIYrgzEWjr7KE+BZV5+0Z6LNTmbQqFklhOkrwIEQGNA+CBBJRFGEXRFjtAix2ARY7D4tNwN9n9EZKmBr/Wd9Q4OTtP08iLlSH68anyhcwAQAMTzJi86kKANL4EWmb1S4g87GVbsvSo4Lw9PkDZYoosP12oAh3fL7LK/vKeGQFbpuSjkcoqdFFEEQMe2YVqs1SvlKIToUac0Pu0gPnZqJ3TDD6xxuRGkUF7fyB4hJCR6WGY9vpcsrGJgHr1k93uu7ve2oWJeCRLhuUGOpqES+KInLL6/HehpMoqjJj7RH3mWD3fr231f3MGxyHt68e2Z2hknYkRxhcx1IQRFh56Yt2Vm4lyuusqDRZUVlvQ6XJhqp6GypNVmSXmXC6tHOTLH7ck48fmySFvHvFIMwZZuzyz0IIISQw6NSc628XAKzcX4g7v9jt0T7Gpkd4OyzSimHJYW7Ha/gzq1BhsnV4+/vPzeyOsALaqNQI1zH5eNNpPP3roXa3GZBA52qEOIlU5Y4QWYiOBkjUcpwQ36sw2RAT4n8Tugnp6ehPHulJRFHEi78fxTt/ngQA9I0NAS+KqLfyqLfxqLfysNh5V1Xx9gxJCsXw5PBujJh0VHG1xXX/ge+yMDQ5DL1jgmWMyD+Jooi0h1c0W3712F5YfNFgGSIiAHC0qMar+5s1INar+1M6EXAlgwJwJYNeMCwB95zTB8nhBmhU1B3MnygqITS33IQPNp4GAIQZqC0gCUz3z8rE7Z9JMxsuf38rvr19vMwREaX7cU8eXvrtKKy8iBqzDRa70Kn9XDUmxcuREU99vT0Hi5bux+yBsYgI0uJsjQVrDhe3u51GxcLqwXHnWAZalVQdlnP8U7Es0qP0GJwQ0pUfgRBCSIDam1uJX7MKwAsibp+aDi3H4o0/mrcaaWpYchhiQqhivi/ZeQG/7ivA7jOVuHhEEjQqFiYrj082Z7e77VVjenV/gAGo2mzDf/86jXobjzumZiCvwoRl+wpbXX/u6xvx8Q2jMb1fjA+jJISQbkD9xhVLdNRIo+QYQnwvOkSLnWcqIYoiFZsghBDSac5kUAA4WlyDtKggjE2PgEHDQafioFNz0KpYaNUstCrpvkYl3edtZoQb1BifmQAVR8lD/uRwca3b498OFOLvM/rIFI3/au0cipJB5XXvzD64d2YfmKx2DHji907vZ8U9k2lCfQs4lsGf/5yGS9/bgnorj1qLlBD6894C/Ly3wLXe/MHxeOvqEXKFSRpRVEKoKEpll2cNiMVFw6m9GQlMqZEN5ZUzomlGDum6B77NanGW3gPnZuLWKenQqTnfB0U6ZdFSqS387webJ4FGBmnwwfWjYNBw0Ks56DUcDBoV9GrOa1W3q6urvbIfb6FLg4QQohz3f7MXpzpRsfqZC6j9jq+dKTfhvm+yPN5u7qA4hAdRJaLu8L9N2XhtzXGPtimrs3ZTNIQoi/OrEH13UC5KZSKEEM/o1SxK6zpe5Z8QQghpqqVkuP9cORyDEkM7tL3zWhIlg/qXOosdBwsbEkIvH5WMO6f1ljEi/5a9ZD5EUcTM/1uPk2elce3NJ0sxISNK5siIvaPliVvx24FC/JyVjzqLHTdOTKOcnEZSo4Kw49GZrsfHimtQWmtBXkU9Hvp+HwBg+f5C7Hx+DWKNOiRHGGDnBUzNjMFVY6lYhK8pKiG0V6QBiWF62PjOVa8jpCdIj25ICD15traNNQnpmLFpkdhyqsxt2YGnZyNYq6g/EQErt9yEyS+ua3OdH++agOG9ArfdBhU7IIQQ//fZLWMx/42NqPSg/TgAhOqpc4SvZUQH4/Obx+Kaj7Z5tF1yhKGbIiK3T81ARLAGlSYbXvr9aLvr3zgxFZeMpEm23kYJhcrkvJApdPFiASGkc6jIKyG+t+FEOQAgp9yElEbFJwghhBBPXD8+Bf/bcgYAMD49ssPJoMR/BTW5LvzNzlycOyAWM6ltdqsYhkFUsNaVEHrVB9uwaG4/3DE1Q+bIAptRp8byeyZhf14VTFYe9TYeJqsdm4+fxZ689osbNe5ctupgMbY3SoAk7jJjQ5AZK3UPvXRkEv7921GYHf+/v92Zh315VQCkYlaXjkqCmiYC+JSisn0OFVQjv7IeQVqqVkcCF9/oIsX20+UyRkKUqs5ix5jFa1Bn5Vt8/uTz87xWMZJ0vxCdCrFGLYqrLa2uc9Hbm7H+wWk0yEsIIcRvJYbpMaVPNH7JKmh/5UYof0ce49IjPN5m15mKboiEAIBGxeLqsSmw80KHEkI/3pSNjzdlAwA+uG4UzqWBfRLAnN986e8JIb7FUG1XQmRz4ZBYfLQlD5UmG1Ii5Y6GEEKIEomi6EoGBQCWlfI4qMWy8r1zxSDc+fUB12MD5eW065vbx+PCtzZhb24lAGDJyiNICtdjwZAEeQMLcAMTQjEwwT1R/acITYcSQp0MGg6//H2St0PrsRiGwaK5/VyPZw+Mw83/2+l63OfRlcheMl+O0AKWohJCf87KB0BtsglpLLu0DqlRlORFOm7gk7+3+lxqpIGSQf3YZ1uy8fjPBz3ebmRKOKKCtd0QkX8TqdQIIYT4vU+3ZOOJTvxtc/py2xk8On+AFyMiben/+G+ot7U8qag9lBDafW753w6sOVzSqW3pzN976P+lMjW0jKfvDoTIgd55hPieQSMldmw7XYahyWHyBkMIIUSRGIbBPef0wRtrjwMANp0ow7w3NlKiTw/QOBn05UuHUvvzDlp80SDMf+Mv1+Pvd+VRQqifyMqtxAVvbfJ4u/tmZoIXRfzf6qN48ryBzSrokrbVmG1uyaBEHor6rf3HOZl4b/0prDxQBLONh05NMxJI4GGb9D6ODgm8JC/SfbLLTHjzj+OwCyLO6ReLwUnU4sGfRIfoOrVd37gQLF5xGAykClJ3TM1ArLFz+1IiqjxCCCH+yzlzujNum5KOf83p1/6KxGs6mwxq1Kmw9K6JXo6GOB0trvF4m3HpEfjq1nGudtmka2giknI53wN0CAnxMfrzQ4hsnG0az+lPVeIJIYR0Tr2Vx9CkUPxjZh+8tua43OGQbnL+UEpobI8giPhuVy52ZrtPhP/kxjEyRRS4RFHE+mNnsftMBbRqDlHBGrAMgz+Pnu3U/l5dc8x1X82xWHzRYG+F2mPZeAHf7MjFlpNlWL6/0LW8b2wI7pqeQZ8pMlBUQqhew2H2wFj8frAYX2zLwc2T0uQOiRCfu+6/29we51aY0C+OSvCTjjv49Gw8/vMBLN2d3+LzL6+STnBeW3McJxbPhcoxSEjkN2dQXLMZlnUWOy5+ZzOOFLWeCPDlthy3x8eKa/DFLeO6JUZCCCHEE08sGIBtp8qRX1nv0XbnDU0AyzCos9ph1Km7KTrS1LK7J2HBf/5qf8UmLh+djLwKE3rHULeP7rDxoRn4eW8+7v16b4e3GdErHHVWHsE0u91rKLdWmZwVQgXKCCXEp5yfmZRQT4jvHSiQxhCTww0yR0JI4KE/e6SnuPGT7dh6qtz1OD5Uh9/unSJjRMRbnpnfB08sl5J8Mx+j9s7t+XZnLhYt3e96HBOixeKLBqPOYqeKkj6WW16PGz7e0aV9zOwfi4EJRoiQvquarDxyyk14fAF1KOuIGz/egb9OlLotO39oAsakRSDMoIHFLlDRRx9T1KeQxc5jnSODe0xqhMzRECKPi0ckuZ1kz3ltIz67eQwm94mWMSqiJP/8LgsrDxS1+vx5QxOQHK7H5D7RlAzqxwRBxKKl+/Dtzrx21332wkHSHcfJ60UjErs5OkIIIaRjwgwabFo0A4t+2Ievd+R2eLtfswoASK1HaHau7wxKDMWex8/F8GdXe7TdBxtP44ONp3Hw6dk0GNpNPP0++PafJ2G1C3iMBjRJgHNWCBXo4jwhPuXMoae3njI5k+l5+vBUpJJaKwBg/hsbsfr+qTJHQ0jgoPljpCe5bnyq27Xqwiozhj6zCkeenUPJPgp3/KzJ7bEoitRdpg0XDEvE0j352H5aej+U1Fhw66cNbbLfuHI4VUX0kV6RBnx43SgcKKhyVS7uFxcCq12AlReQV9F+QYo1h4ux5nCx6/HyeyZhYAJ1U+2oVy4bips+2YHUyCCcrbFge3Y5fskqwC+OaznDksPw09+oi5gvKepKjCgCEIFBiUZqY0wC1qWjkvHg9/vclo2mBGnigX/MzGwxITQ10oA/H5wuQ0SkM9IfWdHqc9EhWmxeNMPVAirQ0XdVQgjxb6sPFXuUDOr06Lz+uHpcr26IiLTlXz/sa3+lJm6dnIZZA+MoGbSb7DpTjovf2dLuerdPSUeYQQM1x4BlGFw1lt4/3kTVfpSJqhQSQkjnUXKAMk3KCMfevGrcMpk68BFCCOmceYPjkb1kPqrNNuSUmVzdZKrqbZQQqmCiKOKz7Q3dJWf0i6HzvXboNRy+vX08RFFE2sPNr9uaLHYZogpcMwfEYuaAWPxjZmaz5z7dko0nfj7o0f725lZSQqgHYo06PDq/PzYcK3VrGR8fqkNhlRlPnEeFCXxNUVdjdGoOd07LwOtrj+ODDadw65R0uUMixOdyy91n5lCpduKpvnEh2PHoTIxevMZteXaZCamLlrser7pvCjJjQ3wdHumgCRmR2HyyrMXnztZY0OfRlW7LwgxqfHPbePSNo2NKCCHEv5woqfV4m8fm98ctk+n7oBzWHS3xeJtH59NgT3eqqrd1aL3RqRGYOSC2m6MJTCzDUMtxhWIdF7fo8BHiWwy99xTNWRiU0gOU6XSpdH1hQkaUzJEQQghRsuPFNfi/1cdQVG12LaPq4cpmb3L8hieHwWoXoFFR8ZnWVNRZ8eQvB7HrTIVr2fBeYfj6tnHQqig5Wg5rDhXjFkeVVoOGgygCgihCBKDmGNj49j+nKP/Gc+uOlODGT3Y0W/6/m8ZgaiZ1OpaLohJCAWBkSjgAYPGKw7hlchrNSiABx2LnXfc1HEul2kmnRIdokb1kPnbnVOCf32Uhr7weVl5wW2fWqxvohMePfXnrOLfHX2/PwTPLDsFk5Vtcv9Jkw/pjJZQQSgghxO/cOS0Dd07LQFW9Dd/vysMve/ORlVfV5jbPLT+M55YfxutXDMMFwxJ9FCkBgOOL5wEAdmaXY3dOBZ5fcaTdbZyTjujcsnvM6Bfr+n+7fF8h/vbl7hbXu6VRyyoAePeakZgzKK7b4wsEKo5pduGEKINzNIUSepWLjpwyUct4ZXNWVaYhaWXKqZASd+JDdTJHQgghRMme/OWgW9GSi0ckISFML2NEpKvUHIsgDYc6x3XGV1YfQ5hBjWvHp8obmB/7YtsZVztspxCdGk/+fBAPzOqL6BCtTJEFrudXHHbdb+2aeXsaF9ACqIhWR2w93XIRq+v/ux1L75qAEb3CfRwRARSYEPq3L6QLG8vvmURJcCQgNZ5NYuUF7MurwtDkMPkCIoq25WQZTp2ta/G5B85tXk6d+K/HfjrQ5kXoX/8+CYOTAqusPV3TJYQQZThbY2lWubyjIoNoUM3XftiVhwe+y5I7DNLI0aIazH5tg8fb6dRU4cFbVCxDlVAUinW1jJc3DtI5DMO4EtOIsjCu9x4dPyXiHB+e9KdPmVIi9NhfUIPyOitijJQUSgghpHNeunQoPtx4Ch9vygYA/LA7D9eM64VBiaFQczTeoFR1TRLoLhmZLFMkynDL5HSU1Vld7wMA2HDsLACg2mzD21ePlCmywPX7fVOwZOURfPTXaa/tc9upMoiiVGFUzbFQOW7VLAutmoVOTdVgP9rY+v/v/XlVlBAqE0UlhBZU1qPGYgcAxITQF1USmDadKHV7TMmgxBMH8quw4D9/dWjdiGBNN0dDOqvWYsfVH25DVm5lh9b/4LpRyCk3IS06CMFaRf3p9wqaPkIIIf5r++lyXPbelk5vf81H2/DbPyajX5zRi1GR1ry25hheW3O809s/8fMBPHPBIC9GRAB0KhkUAG74WGrjs+zuSRiUGFgTh7yNo4RQxXJONqcKocrEsQw60O2N+CGGvqkrGuv47OTpDahIVrvUJcpG5y6EEEK6IDFMjycWDMAnm7NdE+wuenszRqeG47s7JsgbHPGKO6ZmQK+hRLe26NQcLh+d7JYQCgAXDEvAM+fTGKgcBFH0ajIoADz+88F21wnETma8IOKr7Tmoqre1WrTq8DNz6HNERoqanhFn1OHKMdIshMXLD8kcDSHyWHWo2HX/vzeMkjESokSeXOR69McDSF20HAv+sxFmW+dKqpPuIYoizB6Uub/1053425e7MejJ35G6aLlbuXxCCCFETjnlpi5tPzQ5DInUjspndmZXdGn7eYPjvRQJaWxUSudnWCeG6aldqBdQQqhyOSuE0uFTJo5lINDBUySGqvMqmsrx4cnTAVQklmXAMoCeKhkRQgjporSHVzQ7n5s1IE6eYIhXsI3mbb27/iRMVrt8wSjA4cJqzHltY7PlL14yBKEGtQwRkVdXe1bMgGMZaDgWWhULTeN/HAs1x6CjTasHxAdewYoV+wvx2E8H8NLvR13L4kN1SI8KAgBcNz6FOlTJTFFlwv63JRsr9hcBAPoH4BuKEAD440iJ6/5Nn+xE39gQ/O+mMYiji3gEwHc7c/HKqmPgWAZqjoGKY6FiG5UvZ1lMyIiEimPBMYBdEGG1C7ALImy8gDqLHSebtJAvqjLTAL2P7TpTjldXH0dOucl1AqpVsdCqONf9PrHB6BsXAt5x7JzH0M6LMNt51JrtqDbbUFxtabb/9zecwsNz+7mq4fRU9GurfHQMlY3aPwa2EyU1uPy9rbDyAlQsA87xT8VKf9dYRqosxDBA39gQ5FWYmrUk6ois3EoMfmoVAGB632h8fOMYb/8oAUEQRDyz7BC+35XnOE6M61an5sCyUh0vhgH6xYXgSFFNp17nive3uu6vuX8qescEe+knCAybT5TiyV8OSq2IVBx0ag5aFYvYLrT6zK+sp2QOL+AYptWZ8MS/Ob8T0XmLMrEMKBlb4ejoKZMzUcAuCPIGQjolWMNBEIEr3t+C6yek4uqxKXKHRAghpAeINWoxMCEUNRY7lu7Ow0XDE3v8Naie6K7JKXhzwxnXY/q+1bbGxQ6CNByG9QqDIEhjoBabABsvgBdEvHHlcOrO080KKutx+2e7cLam+XXxtvCCCL6T30xfu3wYLhweWFVBG5s3OB53f7XHbVlhlRkaFYs4ow6bTpQi7eEVAICvbxuHcemRcoQZ0BSTEHqipBZP/ypVBX3x4iG4dFSSzBERIo8f7hyPi99paKt5tLgGy/YV4JbJ6TJGRfwBL4h48Pt9XtvfeUMT8NIlQ6Cj2eI+98W2HPx1otQr+5o1INatsvCa+6egd0yIV/atGDTmoEgi6NAplTOhggb8AttvB4pQVmf16WuGGTQ+fb2exGzn8cnmbJ++ppqjzwhPPfXrQRwvqfX6fi02SuboKhVVCFUs5ycRHT1l4hiGktoJkQHnyAilfFBlUjnOw48V1+LRHw9QQighPsLQeQvpgf7613Qs3Z0Ps43Hfzedxh9HSlyFjRgGuGg45XMoTeNk0EVz+yFER1Uu2zJ7YByW3T0Jaw+X4NU1x7DpRFmL6727/iTevGqEj6MLLD/tzcf+/CqfvqaVD+wvRBzLIHvJfJwpq8OawyUI1nIor7Phy+1nkFte77buFe9vxcnn57m+SxLfUExCaHpUEM7pF4O1R0pQUFVPF5hJwBqZEgGjToVqc0OJ9n//dgQ3TEiFiqOSy4Hs4nc2e2U/D87ui79N7+2VfZH2FVVbMOT55d22/wdn98X7143qtv0T0l1EUEKhUjmHtunoBab//nUazyw75PPX/fLWsZiQEeXz1+0Jbv9sJ34/WNz+il4yd1Ac3rlmpM9eryfILTdh8ovrvL7f+8/NxD3n9PH6fgMRxzKw2enirhI1tIyn46dE1DJeuZwXgSiZXpmcx48qhCpTiLbhsuBd0zJkjISQwENjZaSnSQo34J5z+uD+b/bC3Giy6cIRiTh/aOBWzVOqU6Umt8dLVh6R/i0cjCvG9JIpKv83KDEUAxOMeHXNsVbXWbavEC9fylMRJi96YeVhvLf+lGyv/9j8/rhsVLJsr+9PUiKDcPOkNNfj1EgD7vxid7P1Mh6RqoWuvm8KUiKDoFFRblN3U0xCKMNIVUsAYExqhMzRECKvxRcNdiu/bONF7DpTgbhQHVIig2SMjHSneiuPpXvykFNmQlG1GdX1NlSb7ahxtAWvqrc12+bcAbFIiwpytY1Xc8728Q33OZaB2cajut6GYK0KF4+kGXveVlBZj9fXHIdNEGDjRejVLAQRyMopx/Gzpla3u2liGtSco2Urx7rat0rLpMcqztnWlQXHApUmG6rr7bALAvrHG9EnNsCqgTZCbR+VTRRFGiRVKJEyQgNGncWO1YeKIYgiXvztKEalhuNAB2fh3jgxFSzDuFrHw3FrswuorLdBEEUIgghBBHhRxPbT5c3avVwxOhkMwyAtyoBxadRupKNyykzYk1uBM2UmvPPnSdTb+Ha3ael4MWBQa7Gh3ipIx0sUwQsizDYeaw6XuG1/Tr8YxIbqIIoi7puZ2V0/Wo8iiiJWHynF8fJ8ZOVWNnv+0pFJ4FgGLMuAY6RzRCsvwGITwAsCeBHgBQF2XjoudkG65QURHMsgVK/GteOoGpS3cCy1jFcq5wQkSkpTJo5lUGvlpe8ONJlMUTjH8apsYSyL+D/WcfysdkoIVaLrxibig825AIC3/zyJrLxKDEoIRaxRBxXHIESnwvlDE6l6DyFeptdwOFvr204qhPjKfedmYumefNfjpbvzER2ixaI5/eg8XUEsrZzbxRp1Po5EeRiGwZaHZ+DTLWcQqldjycojzdZZujsfV42lxNq2WOw8ft5TgHobDxsvwGIXwDCAIIiosdhRZ7GjzsKjxmzHmsOtFzi4dGSSNJbNSsfGOaZts1rBMAy0Wg14QYSNF2HnBdgFETZeGke1C9JjUZSKn4iOcW9RhGMMHIgK1uCiAG4V3565g+ORvWQ+ai12FFebUVJtwfe78vDD7jwAwLmvbnBbv19cCFbcMxksff/wOsUkhJ6ttWDTiTL0iQnGhN5U+YUEtvmD42GxC/jnd1muZZe/v9V1f8OD09Er0iBHaKQbXPn+Vmw55V5iPiXSAKNOjRCdCtFRwRidGoHEcD0igzQIM2gQa9QhLSoIoXoq5e8PHl66v6L/LAABAABJREFUH+uPnW22fFB8MCamh2NkaiSiQ7SIDtEi3KBBkFaF5HADQg10/LrCeUmXpQEHRZIqhModBekM0fHuo8OnfN/tzMWD3+8DAKRFBcFs42G28bDapUGRpoOEy/YVQsOxiArWIlSvglGvRqhejd1nKlzV7XvHBOOXv0+EQaOYr6KKlbpIqkCeEmmAKAiw8lJSYGkLF6CigqVzyCANh+wyk9tEo60Pn4O4UBr49QVBEPHAd1nYn1+FE41aw6dGGjCtbzRSI6X34eWjkzG8V7iMkZKmRFHEgYIaDHtmFWx2AXXWhkTrz28ei0l9aBzLXxk0UnWOe7/ei3u/3utafvvUdDw8t79MUZGOOl1mgo0XkfbwCgRpOLf33nvXjsTsgXEyRkfa4rzQ88WOAmRXWPDpTWMp+UxBnIdqxivr3Za/dvkwXEgXRv1eqF6NtfeMRVaRGR/9dRqbTpQ1a2963zdZrnFlx3wwx33pHoPGYzaM637j5Uyz5Q3vcddyx0Qzt2VNXkdwVKI120UUVZu79LM39ccDU5EeHezVfRLSmoJKM+ptguu7+qUjk/DSpUNljooQ70iOMOD0C/OwO6cCF7+zBQDw3vpTeG/9Kbx+xTBcMIzOD5RAw7mfjw/vFYYf75ooUzTKEx+qx7/m9AMAXD4qGeuOluDk2Vq8te4kAOCRH/fjkR/3u9a/Y2oGHpiVCXUP7QBbb+Nx93+3w2LnEapXw8ZLSZdWuyDd8gJsdtF132oXUNKkIERjGo5FkJZDsE6FII0Ko1LCEaRVQatiIQI4dbYWJ8/WYe0DU5HRyvlddXU1AMBoNHbHj0yaCNaqEBwdjIzoYIzPiMRLlwzBocJqHC2qwU9781FYZcaJklocKapB+iMrMCQpFKmRQfi/y4ZSZ2QvUcxVuJgQHbQqFifO1qK01oKoYK3cIREiG5ZlcMnIJFwyMgkTl/yB/Mp6t+fXHS3B9RNS5QmOeJ0zGXRcegQGJoTiwdl9qaS8wiwYEt8sIfSlS4ZgdmYoADrx7C7OKoV0SUmZqMCrgjnfe5TRq3jOZFBAan2jU7HQqTlX1fGztRYs3d0w+//D60Zh5oBYOUIlTTSu1lRUZcaMzEhoVCyC9FrsOF2O445kQzXHYNfj58Koo0ko/sBk4/Hjnnz0iwvBZSPiIQgiFi0YROMfCvCPGWlI3lMEjUaD9cfOoq68oQvAllOllBDqx+KMWjwyOwOnyq34ekeua/l760/hgXP7UvsqP/fceX3xwaYcaDUabDlVhmPFDcn0//7tCGb2j6UkQz/27hWDcMfXB7DpRBnoMCnL7P7RyC6rR62dwVfbc1zL//HNXsweGAe9hsYt/V10sAYLR0Rh7qB43PXFLqw76j5uefmoZOg1HERRdE24do7TiBAb3W88ftNoudgwWdRZXanpcrgtF5vtz1mRyW6zQQTw++FSb/zobtYcLkav4lqwjFR1+nRpHQ4X1kCjYqBiWdwxLQMRBg00Kpb+npAuW3x+X7y85hRWHpLeb9/tyqOEUNKjMAyDX7MKmy0fEE/Xv5QiKVzv9vhv03rLFInyhQdpsHCE1JHzpolpePD7fTDqVCitteKvE9I5zbvrT2L+4HgMTgqVM9Ruc7qs3u3aeEqkAZFBGqg5FkFaFcIc1xg0Kk665VjU23j8vLfAbT8LhsTjpUuG0neMHoBlGQxKDMWgxFBXx9rNJ0px1YfbAAD78qqwL68Kl4xMwpTMaDlD7TEUkxC6bF8BLHYBk/tEITJII3c4hPiFPTkVzZJBAWDVoSJcNbZXj51REkj25zW0XU0I0+PxBQNkjIZ0hiiKbgk1b1w5HOf2j4Vew7lmIhFCWkYJhcpEHeN7pl+zCrD90XMQE+JeKfL/LhsmT0CkTY0TmCx2AZcMj8PolDCahOLnghwDmxkxwXhsjjTobqRkUEXoFxuMR+f0dr3H/m/1Mbyx9jgA4K11J13VIBprq2IB8a0rRibAaDTi2QsHYcziNagwSVWSMx9b6bbekWfn0ORMPxMdrMEjsxvee78dKMIdn+8CAJw6W4eMR1a4rR8VrMGPd01EcgR11fEHE9LDcdvEZLy/KRdnayyIoVaUiqFRsbh7WiqMRiPum9kHY55f63qu/xO/ua279K4J4BgGadFBNAnJD+k1HD6+cYzcYbTJOX762pVB+HJ7DgTBfQYxL4pQsQz0Gg42uwAbL8LKC/jjSAl2naloc9/Pr2jezrWxz7ae6VrwAP7vsqGYNzgeAKBVsTTWFcCigzX494X9cMvU3q4KiqsOFmEWVTQnPcitU9LxyeZs1+P0qCD0iQ2RLyDiEW2TCZG3fLoT2UvmyxRNzxEZrMV/bxgNoKGjk1NPTQYFgP6xQW6Pz5SZMCEjEi8sHNLmdq9fMbw7wyJ+5mxt86qwk6hjuNcoJiH0xd+OQqdm8cF1o+gLEyEOgxNDcdPENPx302m35ZtOlKGw0kxt43uA51ccdt2/Z0YfGSMhndW4ldH3d4zHqNQIGaMJLM6zBSo0qUyiKFJCoUK5qvPSAVS8HY/OxOjFa1yPxyxei09uHI1pfWNkjIp0xs1f7MdPt43EMEoI9WvOsY7l+wrxzNx0muCnQNmldVi0dB+2nipvd91zXlmPlfdORn+qluIXai12vPz7UWTGhsBk5bE/v6rZOq+uOUZt5P1UlcmG19Yew8ebsttcr7TWiskvrsOGB6fTmJmfGJYkfQauOlSMa8alyBwN8VR5nRWP/HigzXUWvr0ZgPT98PQLlFAQiERRxKnSOnAMA46V2siLIiCIIgQR4AURhwur8eLv7smZgiCtkxljwKT0cGh1OnAMAJaBKIqu7QVRhMUuot7Kux6/7piY057kCD0EQYrB2+3one7/Ngv3f5sFABifHomvbhvXLa9DlONAfkORiNs+20XJVqRHSQzTI3vJfIx9fg2Kqy04VVqH3HITTchSCOfkSKe3rhohUyQ901/H3audb3/kHJki8Q2GYXD6hXl46Pt9+G5XHgDgq+25+Gq71J3liQUDcOPEVMr9CkBmG4+lu/NRUFmP7x2/GwAwe2As3rt2lIyR9TyKSQg1aDiMTo2gmfiENKLiWNwxNd0tIfSOqRm4ZXIatRXsIWotdtf9omozIoI1CNKoqEWNgmw81nCC/8LKI/js5jHQqTiwdAy7nfM7BLUeVy76HqhMIqVh9xjRIVpcNSoBX+5saNNyw8c78MqlQxERpIFRr4JRp0awTgUNx0Kr5qBVsVCxDA3k+IGND03H5BfXuR5f+P4uvH/tSEQGaxBu0CBYq4JWxUGrZqlSjR9xXiCf/eZ2vH7pQAzW6BGiVdHxUYBVh8/inz82rzLVLy4EVl6AjRdgtQsorpZmvt88KQ19YqhCqD+wCyJGPPm727KkcD1YhgHLAMXVFnAsg5smpskUIWlLtdmOSf+3qtnyAfFG6X3HCzhTZnItv/ecPs1aIRL5PPST9LlptvEyR0I8VWmyYcprG92WpUcFAQxQWmNBtblhTDNEp8IbVOmnRxFFEXZBBC+IOFFSizWHi5EWFYQQnQpWu+g677HxAl5fexyFVZ1PtiysMmP98fYn23RGiFaqWsswgFbNuv29cJ6XewPHMuAYBrdMpnOJQPd/f5zGJ1sbEh+ePI86wpGe6evbxmP6y38CACa/uA4nn59H1zUV4Ehxrdvjc/pTUYCu4AURtRY7quttqDHbcc1H29yejw7p+bkcDMPgpUuH4o5pGTjnlfVuzz2z7BDUKhb940Jg1KuhdrSQl25ZqBxt5FWsc1IRfYb0FFe8vxV7cysBSO+DhcMTER6kwXXjaZKotykiIfTTLdk4UlSDcemRcodCiF/5dmcuHmrUihoAMqKDKBm0hzhba3WrSnLF+1ubrfP36b3xz9l9fRkW8YCNF/DQDw3v0V1nKjDgCfcLjavvHgMq1tU9nF8ORMoIJUQW9AW9Z1g0KwMPnZuOYS/85Vr2wHdZndrX7VPS8fA8qqzmK8kRBpx+YR7SHm5ol3vbZ7s82seex89FeJDG26GRNmz61wwsfHsziqrNuPqTvc2e//lvEzE0OczncZG2LT9Ygod/Pup6/MF1o3DugFgZIyIdZbULGPXiJtfjj28Yjen96KKXUuzJrcL1nzV856YKI8ry1IrjqLVIiaA3UsK1opTUWDDzP9tdjz+/eSwm9aG2fkr0yI/78eW2HLnDAABM7hOFaMd1DRFSQibHMOgXrcOMzEgYjSGOyRoMGFZ6jmWkiqPOSRzOx3L+HXC2uDfSgC9p4s312a5k0Mfm98ctk9NljoiQ7pMWFYTXLh+Gf3yzFwCQ8cgK3DIpDY/O70/n6n7sdKnJ7TEVauucXWcqcPE7m9tcJ9C6ImdEB+P8oQn4JavAbfnjP7XdbaAz+sQE4/d/TKHCTH6g3sojp9yEvAoT8ivrsWxfIbafdp/o9d61IzGiV7hMEfZ8ikgIXbavEAAwPiNSah8aQB+OhLTEWUb5kR/3uy1/5dKhuHhkkkxREW+LDtZg1oBYrDpU3Oo6b647gTPlJqgds2Q0KtY1c0ajYqFpNJNGesxCrWJQUWfDoMRQjEmj9uXdSc2xGJwY2mK7QadHfj6K8OAzrtlOKlaaAdX4vvQcCzXLSLccAxXL4OTZOogQYbULmNk/FrMGxvnwp/N/1DKeEEK8g2UYZC+ZD1EUUWflUVpjQWW9DdX1NnyzMxfLHd/X2vPehlOosdihYt3/3nEsC45hHC3/pH+bTpRhb24lIoM0GJcRCRXL4LH5AwJi5rQ3MY5jV1FZhXKTDSZBjXKTFdf/d3v7GwN46Id9iDPqoHKejzjORRhIEy54UYTJyuOzLWdgF0RM7hMFo16NWQNiccGwxO794XqohDA9Ni+agYM5JTjv3Z3Nnr/n6z2Y2Duq0bm/dGwEQYSlUSUmm6MyU0KYHvec0wcaFbWf706Nk0G/vHUsJmRQUoxS1DSqYPf+tSMpGVRhPt2W77r/5S1jMaE3vfeUZOneItf9GrMNYQaahKIUu3Mb2h1vfGg6tYFVGItdwFc7C1BYy+Or7d5NBr1lUhoWjkiCRuU+Jq3mWNf5q6cV4lwJllQEgyjcZ9sbzlsoGZT0ZPmV9ThaVI06q91t+Yd/ncaFwxMxKDFUpshIeyrrG47ZzP6xqLXYEaxVRDqR3yisqsftn7mP57148RAY9SqE6NQI1asRFaxFXKhOpgjl88aVw/HGlcNd1xgq6qyoMFlRYbKhxmyDnRdh5QXYeWlMU/on4tMt2R5Vmz9eUotFS/dB5RzLZlnHNQgGvM0KFcsgyCB1heEFAbwA8KIIQRBdt3ZBRFK4HteNT6Xqxh44ebbWVQk2PlTX5nGbNSAWr14+DEH0GdOtFPF/d3rfGGw/XY7bP9uFh+b0xV3TessdEiGyGrN4jVvbHQAYlx6B84YmyBQR6S5vXz0Cy/cXwmoXwDAM3lt/EsdLajEkKRQMw6DeasfB/CpYnBd+XReBpZOmjuoVYcCFwxJQZ+URpOFw29QMOsn3kk9vGoPhz64GIM2KTArXw86LsAsCzFY7aq08aspNsPEC7ILodqJr50XYBMGxfttpjd/uzMNtU9JdM/b4RtvxgvR68aF63D4lHSouMBICaP6I8lFxV2Wj6rw9D8MwCNaq3M4RxqRFIDpYi+JqM3RqDnoN16zCTGqkwfU3btXBItf9Wou96Us0U1ZndSWc/ry3AHfP6I3//HHCbZ3IIA3+d9MYGlBuA8cyiA7WuKrU/Py3ifjPHyeg13DQqlh8v6uhZZ1BwyEqWAs7L2BvbiXsjnOSmg4cr43HSwEAy/cVYvm+QuRW1ONwYbXbOg/O7ovbpqRDHSDnI53BsgxSIvT47ubhWLq/zHWhPiXSAKtdwKqDRa5z/voOtNjdePwsbpyYJg1+MlKLJYaRJs+wjhOmib2joNdQ5YfOSonQ40x5PR6d1x/j0qi7jZKccrSGPW9oAmZQMqjiaNXS35Knzx+IsdRZSlEsdh4sA8QZtXhswUBKBlWY4hoLAKkqb1K4XuZoiKc+356P1//MBiB1Gzt5tg4AcM24XjBZeddkCVGUxhQZhgEDuCpvOu83rsbJAEgKN+CBWZl0nk9IK6ZnRmLFwbNYee9kuUMhpNv87cvdLU4cTwjV4bUrhtPYnZ/bcrrCdX/N4WLsPlOBKZnRMkakLJ9tycbjPx90W/bQnL64bHSyTBH5p8bXGDoysezGial4bc1xlNSYwThKATmv/zYe025sw7FS2AXpujvvuFZuF6SxVE9sP12OWQNjoeE4MIxUCIpjgdTIIKRHB3u0r54sddHyZsvGZ0QiNTIIqVFBSA7XIzFMj6hgLVVu9TFFZPvcOS0DGhWLZ5cdwinHl1NCAlnjZND/XDmcEkF7MBXHulVXusSDCrCiKMLWKLnQahdg5QVM+ve6ZuvmlJvwRqPkCr1GhTunZXQteAIACA/SIHvJ/Baf86SFkCiKrgSa0loLJr/Y/Di+v+FUu/vJiA7CnEHx7a5HiNyoIrxyMaBjF0h0ag5PnT/QbdnzFw3u0LYXv7MZu85UtL9iI02TQQEpaXTBf/7ClodnID6ULkh3xNDkMHx4/SjX45cvHdruNi0N7LSltSr3L/1+FHkVJrywcIhH+wtEfWOD8UKfBLywsPX31JaTZbjyg61t7icrr8rVpq018wbH4e2rR3YmTAKAF0QsGBSDW6dQpR+l4R0T764bnxIwE+d6El4QkRapx/UTUuUOhXjIbBUgiMDVoxMxbzCNUSiN87PzyjG96Lu7Am0/UwkAeOuqEZg/hN5/hPgKL4hIjdCjf3z71wIIUaqLRyS6JYSufWAqMihpShF4QcTholrX4+2PnIMYY+BVsewsGy+4JYPeMCEV98/KhFGnljGqnkGn5rBobr8Wn+vImLbT0aIanC4qh5pjIHJarNhfiKV78tvcZuWBIqw8UNTic7sem4nIAKxgzwsivt2Zi/I6K/IqTPhqe67ruYUjEjG5TxQuGk4djf2FIhJCC6vq8fLvUvutyX2o9Q8hjT3960GMTo0IyNLipG0Mw0CjYqBRsVh1sAi3fbYLAKBiGejVHLRqqSJUfmW923b/uXI45gyi1uP+hmEYbD1Vims/arnFq4plmlURPX9oAoYkhYJjpVL4MSE6zB4Y64twCfEKqi9JiDJ9tT3H9f2tMed72lk9lmEYRARpUF5n9fg19GoOKo6BimUQZtDg6rG9EEeDlJ1Sbbbhrs93N6vk2fQzOCJIqtzVmeMVolOBZaTzkYEJRtw9o09nww1o5XVW3PK/HcguM0FwtDBq2jmiLXMHxUEUAUEUIUJ6L4qi9F58aHbLA6ukY6rNdtRZ26/WSgghxB2lEhLie87uQk//ehAnSmpxzzm9KbGXEB+htxrp6Wb0c7/+dM4r63H3jN54YFZfmSIiHZVdVgdro+qJUQGY6NYVl7yz2e3x7weLsPJAIYI0Knxw/ShKjPaRKpMNd3y+CyfO1oJlpOIlDANU19s8HrcLM6hhtQvoExuCeKMOIkRY7dLExhn9Ylxj5YHm402n8dzyw82WT8iIxGWjkjGOurf4FUUkhP559KyrDdq0TGrfRMjLlw7FP7/LAgCU1lrx59ESXDGml8xREX+2rNGMPLsgtfxsqe1niE6FeYPjwVG5br+0/ujZVp9rqaX8L1kFWHzRIITQDDRCiA/R4DZ5eOn+bn8NESLqrQKCtCq8f+1I9IkN6fbX7KkOFVTjrxOl3foaJqvUFvbKMb3w1HkDqTVMJ+3ILsfunMpOb7/yQBHUHAOdmkO4QYOPrh9F7x0vqTbbO5UsTQghhBDia4VVZgBASY0Fr645hr9Nz4CKo/NzQgghXSe0cJ3qk03ZlBCqABnRwZieGYl1x8oAAFZegI7lZI5KOR5fMACXvLvF9dh5vgVY8MveAtx3bqY8gQWYrLxKbDlV5pV9VZps0j5zKxHZLwbBWhVqLXaYrDxeW3MMb647gdunpOO68anQqAKn48y141Ow6lAxgjQcGIZBTrkJueUmbD5Zhs0npf/384fEY9GcfkiOMMgcLVFEQugVo5Nx6mwtPth4GgcKqjCxN1UJJYFtWt9ot8cXDk9sZU1CJG9cORyvXDYUdRY7asx21Fml22925OL7XXmu9WrMdmQ8sgIajsX6h6ZR21U/89iCAXhswQDYeQH1Nl76Z+VxoqQWWXlVeGPt8WbbDH5qlev+D3eOx8iUCF+GTEiXOKsIEmWiwxe4jj43B9X1DRNPmiYJi6KjMiGkSoWCCFjtAo4W1UDFMnht7TEcyHevVtmU2SYAAKrqbTj31Q1ICNXhnWtGYmhymJd/mp5vXHoksp6YBSsvuJY1PmZNjxcviDhbY8HZGgtKa6145Mf2E4B5QQQP4NMtZ7B8XyEm9YnCkoVDoNfQwLInZg+Mw94nznW1aeVFEYIA2AXBdVtUZca+/CosWXmkxX3YeBE2Xvou4HzvqFUsnlgwAOf0p0rynZUcrkNiGFUpJoQQQoj/m5gRgSPFdfjrX9MRGaSFigucC9iEEEK6V9PCJadfmEdVqBXk/MExroRQ4plRqRHIXjIfqYuWu5Z9ectYZMQEIyaEqq36ypTMaOx94lxXJU/BcZGKF0QIooiq6hrwggh9UJC0zDmuKorgBccYtiDik83ZWHO42LXfP46UtPh6zy0/jOeWH0aYQY2/T++NWyan++TnlJNWxeHb28e7LRNFEc+vOIwPNp4GACzfV4jl+wqRvWS+HCGSRhSREMowDMoclRbolIGQhj9eTnQuTTpCzbEIM2gQZpBKmP+4J88tGbQxKy/gbI2FEkL9lIpjEcKxCNGpUVBZj5v/t7ND250oqQ3IhFBKSlMm+tumXHToiFbFITrEs0S/mz7Z0erASkcUVJnx0V+n8caVwzu9j0AWauh4NfE6ix2T/r2u069VVmfFz3sLcOe0DPSLM3Z6P4HKeS7fkrJaC2a8st6j/RU4Khb887ss7HliVpdiC3T0948QQgghSqBxVAONCta62scTQggh3qBRsTinXwzWOsb4KBlUWT7e2nDNePWhYpw3NEHGaJRvYEKoR2OuxDvaGjutVktdqY3GtsekJ/WJwtjn16C42tKh16w02fDc8sO4dnwKtKrAO79mGAaPzh+AR+cPcEuKJvJTzNS/3w8UYWLvSEyg6qCE4I/D7hfLA/EPC+kaURQxLDm82fL0qCDEGrVIDNODoUuaihAfqsMDLbQaULEMkiP06BcXgmHJYRjRKwxHimpQaaJWloQQQvzP/edmol9c+62r+8aGYGxaBKZkRiMhtKEa36BEI6KCtai38t0ZJgFg0HB4aE5fZMYGt7vu6NRwTOodhRn9YtyWzxoQi5Mldd0VYsAyaNqe86tRsW7HZM7AOEQFS1UKekUG4duduVSdmxCiKPSRpXx0CAnxPWc7Xw1VBiWEENIN3rp6hOv+F9vOyBgJ8dSAuIaxvqbdSkn7hCYVcikZVNnWPjCt1eeiQ7RIjTSgf7wRI1PC0SdGeu9c9cE22Bp14SJEboqoEAoAvWNDsDenEvmV9UgMo4p1JLBtO10udwhEwXZml+OSd7e0+Nyp0oYL8y+tOopPbxrjq7CIB+y8gFmvbnA7Xs3WEUTklte7LdudU4lpfWMwNZO+yBFCuh9d3CXt+e1AEe74fJdH2xwtrmlx+YH8ahzIr0aMUYs7pmZ4IzzSxMNL9+Gr7bkebbMju6LF5asOFWPVoWJMzpwFo44GRztr88lSXPXBtg6vb7ULrR6TrNxKZOVWYs6gODomhBBFoamsCkUHjhDZOHMVbIIALUuFJgghhHjXj3vyXffrLHYZIyGeapzPGNTOpGPS3P78Ktf9tKggGSMhnvj7l7uxbF+hR9ucrbHgbAvLd52pwJt/nMB9LRRy6ukq6qwY/uxqucMgTSjmkzwjKghZuZX4ctsZPDi7n9zhECKrxifTLywcLGMkRCkq6qx48PsslNRYkN1GEiEAvHzpUCSH6zG8V/MKokQ+hwqqccv/dkCtYlFjtqO8rmOVPs8bmoCFIxKh4VjEh+qQHt1+Na+eRqS0NEWi64MKRgePdFDfDlQEbc3o1HAUVZtdkx9unpSGIUmhWDCEWhl1l7FpkR4nhALAqJRwMExDcmiIVoVF8/phSGIYJR52kdCJCee3Tk5DRJAWIkQIgojPt+agqNqMK8ck4+ZJ6XRMOomqFCofHUNCfIu6hxIiH6ujahFLb0RCCCFeJooiHl663/X4uvGp8gVDPFZpsrnusyydJ3hq7eFi1/1LRibBxgtQU0V2vyOIIn7ak4/VjuO13MNkUAD456xM6DUqcAzAOY7x9tPliAnR4tYp6V6NVyk0Kvff9VPPz5MpEtKYYhJCDxVWAwBunJgmcySEyO+rW8fhyg+2/j975x3eRpW18XeKqi25t7g7idN7772QwNJ7+WApuyywdJbe29KXBZZddtldWHovgRACgZCQ3nt3YseOuy03lSnfHyPJkiXbsi1LGuv8nsePZu7cmTnW1czcufec9wAAvth+EhdPzAmzRUSks2LvKazcV9FpvTmDUrBkRHqn6SaJ0PPBphMorbd2Wk/Lse6B3bmDU/HA0iFINes72atvwtDAtuqhiXl1Q2mHic7IT47BGaP64asdpV3et63K4W0LChGjo/5Lb3LWmEw88tUe1HoMDgfC5uPebfWn0wbj0km5wTQtapk+MLnL+/x6pBrL/jjDvX7j3IHBNCmqob6nOnG1G/VbCCI80LVHEKGn3GIDoCjEj89LDLM1BEEQRF+CYRg8ePpQPPr1XgDA09/ux8O/GRZmq4hAcIgSVuyvAgDw5AzaLQQPidVnvzuApBgtLiIfjoijosGOWz7Y3u39LxyfjWtmFEDLsV6O05dPjt7x7tK6Fkx9+kevMnIqjwxUM2M2d3Aq9p9qwI/7KnDBhOxwm0MQYcWkb710D5zynzaTIDy5cEIOxuQkoL7FgfPbSRcPAKsOVGLog99h6wMLkBijDaGFRGc8dMYw/H52f2w9Xocb3t3abj2XMygA/Li/Ate8tRn/vnIC4gwa8BSJRqgIcqpQLwxJhBJd4NnzRuLKqXl4/ecj+H5veec7tENts50cQkPAqjtmY3txHa7896ZuH6OsviWIFhHr75mHg+UNuOLNjQHV31NqQd7dy9zrmfEGLL9lBkykDEpEKa5ei0Q+aQQRUlzXHl16BBF6CpKNAICRWfHhNYQgCILoU9gFCUerGvHNrla1vZvmDgijRUR3ESQZVocIvYYLtymqQZZlcG0c4M4akxkma4iOSDfr8OWN01BU3QxAabv1R2vw3sYTAe3/weZifLC5NYvWJ9dPxbjc6Mu6KogSthXXobSuBfd/tttr27c3z2hnLyLUqGbG7NxxWXjtpyN45Ks9+M3ofvQAIqIWWZZx+l/XuNffu25yGK0h1ERhmpKWtejppZBlGQ02AeX1VpzxyhpYHd75Jsc+9j2ePmcERS5FECzLICPOgKUjDVg6cikAwCaIqG1yoKbJjgarA/d/vhuHKhq99ttZUo9xj69EZrwBa++eGw7TCaLb0OSguqH2IwJBr+EwLjcBb1wxHgC8HNW6QkWDDVkJxmCaRvgh3qjF7EGpKHp6KWqa7Bj72PddPsbmNuquRM9Ij9MjPU7f7TY5WdeCJptIDqFE1OKKQZKp56JKqNXUS6s6b5gNIXoExXGqE4tVgJ5noeGoAQmCIIjgUXj/t17rD54+FEmxujBZQ3SVtqnND1c0YnhmXJisURff7irD9e94C/lsf3AB+TNFMCOz4t3BUVe8uRGrD1Z2+1j5yTFBskpdDLjvW7/lF4zPQv+U2BBbQ7SHahxCGSgDDE12EVpSOCOimLaKaYJII6dE13hhxQG8/OPhTutNKkgKgTVEd7E6RAx+YHnA9U/WRa8aF00wqROallAvNClIdEZXn2H+YBkgMUaL8bmJePHC0TBoaYCttyirb8GUp37svGIHJMfqIMsy3r56Eob2MwfJMuKTLSW4/aMdXdpncLoJr1wyFgNSaWCOIACPPie9M6gWyiygTkghlCDCx/GaFlgFCT8dqMScwanhNocgCILoI1w8McdLYe/csVlhtIboDrfMycNLq4oAADwFjgRMqtnX8Xn0o9+jMC0Wn/1hGmW1inDuWjSoWw6hD50xFFdNy+8Fi9TBg6cPxaNf70WqSQctz+JUvRWCJOPDzSX4cHMJjjy5xEc1lwg9qvGs1Gk4xDpvlkerGjupTRB9m1cuGeNefm7FgTBaQqiRsR3Ilucnx+D62f3x0e+nRG1Ei1rQcizOGNWv3e2/m1WAR88chntOG4wb5wzAr1GoDkrdTPUjkzevuqHmI9qBZRgMz+yZU6AkA1WNdizfcwpF1U1Bsozwh1HLI97YM/XIqkYbqpvs+GBTYKl3iMDITuy6Ku7+Uw3YU1rfC9YQhDpxqxSG2Q6CiDZE57sezTMTROhJcPbtzQZSiCcIgiCCx1PnjEC6We9eFySpg9pEJFLZaHcv8+TIFTDjchNR9PRSLB6W7lXeL95ADnEqYHhmHA4/cRpmFaZ0ab8xOdGXJt6T307Px8HHT8ODZwzFRROyMW1Astd2+u1HBqpxR8+MN+B/V0/Cma+uxTe7TuGP80zhNokgwsLx6ibc+O4297orvSZBBIorzae/lKzHqprwrzXHUN1ow7KdZTAbNGAZ4JJJOUg16f0cjQgXLMtgwdA0fLWj1O/2IxWNKKlpgY5nodOw+PvPR2DU8eBZBuUWK+5YNIjalIho6FVBvVDbEZ2h5Vl8fdMMn/LaJjvGdJDuOjlWh8/+MBUcy4BjGTAMYNBwlOq6l4kzaLD9wYU+5d/vLce1b21ud79/XzUBA1NjwbMsWEbpuyTFaHvT1KhjYr4y4OyJvz4+ACwelo4XLhwFPc+BpQG5oEPOhOrFJS4pUSASQYQUznnxSXTpqRK6ZaobmyAhN9GAcR2IBhAE0TvQ/ZPoq7TYRVz93004ZbECAO5fOoTSxauQ9cfq3MsDUskXJxCa7QLeWH0MxbXNWL7nlLv8rNH98NJFYzrYkwg1gijh7Y0nsau0ATF6HbQ8A5ZhoOFYxOg4DEo3IT85Bv/5tajD4/x4+yxkJRih5VWjvdgtaprsuOXDPWAZIC/FDIvVAUuL4Px0oMEqeGUnzUk0YkpBEs4a0w8XjM8Oo+WEJ6pxCAWAkVlxmJSfiL/9dASXTMpBMnUkiChkwYur3ctvXDEeGq5vP2yI3mPNn+bg212noNew2HCsBl/vLAMA2AUJH24u8ar70spDeOLs4bh0Um44TCXa4fQRGRAlCTVNDmg4BnZBwp+X74dDlFFWb4VNkGATRNgcEioabF77erbxjXMG4I5Fg0JtPkEQBEF4kRCjxZo/zcH0P6/yu/2iCdndUkQkeocFQ9MwZ1AKVh3wn1JnRGYcvbNHEH+5eDR0PBduMwgi4nCnrabJeYIIKazbIZQuPoIINVWNdiTFUFAdQYQaBhRIRvRNZFnGkAeXe5UN6xcXJmuInlCQbMSRqmYAgCjJpPAXAEMf/M69nJNoxJAMEwRRxv2nDw2jVYSLs15di+3FdUE73vQByVHhDAoAf/3xEFYfrlFWDtV4bUsz61CYZsIZo/ohI06P00akkwhVhKIqh1CGYXDJpBxsOLYdG4/VYMmIjHCbRBAhZ8nwdHy+XVEENGppQo/oPlkJRlw7swAAcPmUPDx9roBL3liPnSX+U0iWekR5EJEByzI4e0yWV9llk3NR22zHP1Yfxb/XFmFIhhlmPXwcQj05WtXY26aGFRpoUy/UduqG2o/oDlkJ7Tt8UvBC5HH3aUP8OoTetXgQOYOGiXevnYRL3tjgU95sE8khlCD8QCnjCSI8uNR5yR+UIEKPXsOhvsURbjMIIvpgyLGKiA4OPn5aVDhL9UVO1lndy7Isg3KBdc6Mgcn45VAVAOBETTPuXTIYi4eTD1OkYNIHxx1uVHY8Pv/DVPcYUjRwx8JBOFphwc+HapCTaES5RRGiAoByiw3lFpv7t794eHo4TSU6QDUOobIs47s95bj5/e3QcixGZceH2ySCCAv3Lh3idgh95Ks9WHHrrDBbREQ6DlHCkcpG1Dc7YBcl2AXnnyjB5lwurmnG31cf9dl35W2zkBlvgIGcj0PG3lIL6lrskCRAkCSIkgyrQ4LVIcIhShAkGZIsQ5Q8/mQZkiTjuRUHfY63r8yCOYNSIGWYMX9IKpaOzECCUQuTnodBw/Xpzmsf/teiA2o/1dKX7ytE17E6RHy35xRYRknBouVZxOp4iJKMy/7l67RGhJ9NRTWobLCBZRQnjYQYLcotVtz8/vaAjzF9QHLvGRjF7D9lQYXFhhgdD4cowSFKeOjLPTha2dThfrlJRug0NBlDEP5odUojrzS1Qm2nTlwKoSK1H0GEnFgdhx0nLZBlmd7fCSKEMKB+C9E3afss+e1/NmFmYTLOHJ2J5FgdqUyqiL2nWsVj6G4VGG9fPQnFNc2Y8YyS8eovPxzGomHp1McKA5UNNlisDmfQoQybIOG2BYW4cc4A2EUJ93y6CyW13RO/2lFch01FtZiYnxhUmyOZGB2Pv54/DABgNpshyzJqmx0orWvB6X9d41X37FfX4td75oXDTKITVOMQ+shXe/GfX4sAAL+bVYDMeEN4DSKIMLHghdaU8Y/8ZngYLSHUwi0fbMcyZzr4QLlvyRCkx+lR22xHmlkHgBxCQ8Hqg5W44s2NQT3mb0b1Q3aiAdMGaJEYo0VZvRWCKCPVpIuaFxIaaFMv1HTqhq49AgDu/3w3Pt5SEpRjlVusSDNT6pHeZMvxGpz/+roeH+dgeSNGZsX33CDCTbnFisUv/dLl/Zb9cTqlaiOIDqCU8eqGZQCJ2k6VuBwD6NojiNDzy5FaNNtFPPb1Pjx4BqUzJYhQwTDkYEX0XY48uQT97/0GALDmcBXWHK7Ck9/sx6A0E767dWaYrSO6g4ajwOJAqWxszdC4r8yCUY+swM6HF4XRoujjSGUj5j3/c1CPuXREBhJiNNByHAalx2JCXkJQj682GIZBYowWcQaNz7bSeitqmuxIjNGGwTKiI1TjEDp/SBo+3VoCi1XA2+uP4/aFlC6QiE5+M6of3l5/HACwp7QeU/onhdkiItL5/cz+OHiqAQYtB0FUFCUFSVGaFEQZDlFCnVM91MUT3+zzOsahJ06jzn8ImJifiEsn5eBQRSN4lgHHKmpqrk9AcbASnQqhLqVQl5qo1SGhqtHmlR7+yx2lfs/17ysnYM7g1JD8X+EiOtxd+y6yrEzwEurD5QjKRonTOdExdy0ahIoGG1YfbE0r3i9OD52GQ4NVQJXHgFlnNNvF3jCR8GBMdgLuWFjopToeo+WQatbjWFXHKpSe/HqkCueNy+oNE6OWVJMOt84vxIsrDyLdrIeWZ8EwwPHq5g73W/qyErH9y11zkJ1oDIWpUQmp/aiX1pTx1H5qhGUYSHTtqRLXux61H0GEntFZZvx6tBaXTs4JtykEEVUo7wzhtoIgegd/o8AajsHN8weG3BaCCDXnvPar1/r1sweEyZLoJTvBiEsm5WD9kWp3mSTLKOpk3LQjnj53BEx6X+fHaOcTP+Ifi4algedoPjASUYVDqNUh4ssdJ2HSa2CxCphKDnBEFDM2N97tEPr4sn147acj2HjvPPDkrEc4abYLOP2vazpNHRmj5SDJQIvD27kizqCBzjnBXG6x4dJJOeDJKysk6DUcnjh7hFfZ8ysO4K8/Hu50X4bxP6Bk0vOIN2qgYVvvEQuGpkWVrD0NtKkTGeRQqFbcKk3UfFHPuiPVuPiN9T7lpfXWbh3vzTXH3BGobW8Pl0zKQUYcZZHoCXXNdsx/YbWPk26TXeySMygAbD1eixdWHPDrXjU0w4zTRmT0wNLohGEYXDMjH19sP4mjXWwPAHh82V4Uppkgy0BBSgzOHpMZNWrxoaC22YEGGzmtqxFSCFU3dS0OChhRKa5nkEQSr6qEuhDqJjNOBwA485W1eOiMoTh/fHaYLSKI6IChQBaiD3Os2nuc4qIJ2bAJEszkTKUqpvdPwJojteE2Q/X8efl+/Hn5fvf6yxePwW9G9QujRX0fLc/iSY/59fpmB0Y9uqJrx+BY/G5WgXt86B+rj3ptH5uT0OeFlgKhrV+Jlmex+6QFl/1zA+IMGgiijPF5Cbhp7kBoefJfCjeqcAjddbIeH25WPI1HZcfj6XNHhtkigggfi4dl4FbscK/XNNnhEGXwlNGbcOIQ5E6dQQFlcr8tMVoOV03Lwx9mD6CHdISwp9QSUL32xpIarAIarAK+unE6RmRFV7pQcnJQN6SyRRDq53BFQ1CP5wqK8seKPeWUgqqHdFWxtSOKqpvxcgcBLT/cPgv9U2KDcq5ooskudMsZFAC+21OO7/aUu9dzk2IwLje6Ux0FE3/vVoQ6cMU+UtdTnZyy2CiITMWwjEcwGaFK6N6pTmyCkiWq0SZg3ZFqcggliBBhddA7A9F3KUiOwcKhaVixVxl3eH9TMQDgs20nUfT00nCaRnSB+hYh3CaoktV3zsFl/9qAEzX+1Sg3Hashh9AQY7E6uryPXZQ6FWjadN98pJh03TWrT3DRxGwkxGjhECRsOFaNDzeX4GRdC07WtbjrrDtajdHZ8Zg3JC2MlhKAShxCJ+Ql4pwxmfh020mU1bVQNAkR1Ri0vp6fjTbBbzkRncQZNV4vWA5RwqKXVgfsJPrSykOYPSgVo7Pje9FKoiMkScayXWXgWAbnj8tCcqzWHRjRXdYfrY46h1BC3XAMA5Fml1QJx5LaD6Fw+ZQ8XDopF78croIgKpOOgiTjd29v6fKxbp1f6KOG7en/cQFNYvaY7EQjip5eikPlDThe3QyGAeyChBve3dolZ41xuQmYOTDFve5qN1d7DU43kTNoN4kzaPDJ9VNRUtuMm9/fHtA+F0/MQbpZ71WWl2zE2Jz44BsYxeQlGmDQUECdKnGpFFK/U5UMyzBhW0lgQZRE5MEyDKRwG0EQUYjo7Nw/cfZwXDopN8zWEET0oOVZ95gZQfQ1GIbBP64Yjxve2Yplu8rc5bcvKAyjVURXmZofj12lSoC/LMskuhIgD325268zaLxRg/X3zINeQz4cocY1zt1kE/DdnlMoSIkFA6C+oRH/23gSK/ZXdfmYGo6BSa8K97peRcdzbgdnqyC2679QmGYKpVlEO6jiFytJMr7bcwoAMKmA0sUT0c36o9U+ZSI5XBAATta1oNEq4O+rj+DTrScD2uf+pUOg13AwaDiYDRrEGTSIN2roIR0GKhtsqG+xo6S2BVf+e1PA+927ZDA0HAsNx0LLsYjR8TDpeZgNGpidnyY9Dx3JCBMqQwZlHFcrLocKUmuKbj7ZUoLbP9rRecUAuXn+wKAdi/BFlmUsfXkN9pb13Knm2hkFWDw8PQhWES6+31uOa9/a3K19zxmbiQl5iUG2iGgLxzKkcqdS3Cnjw2oF0V00HAOHSC6FaoVlKIhMrTDkTK9qLFZF/WvdkWpyCCWIEMIyDM3lEX2e5y8Y5eUQWlLb0kFtItLYX9G9rDTRzksXjsFrPx3G39ukGK9rdpCifgh54PPdHWYY6ykOUUaDVSAHXw8unZSLBUPTsKukHserm/Ho13vd285+bS3uWzoEw/vFITPBAKNWFa6JfQ5VfOt/Xr7fnX7rhjn9w2wNQYSXtq4Vf7t0LNLj9H7rEtHDW+uK8OAXewKqO7V/Ev75f+Nh0HAU3RUhHDjVgEUvrQ64vo5nseqO2egXb+hFq/oO9MKlTkRZpqh5leKa1GWp/aKa2mZ7t/ZbOjIDT58zAjzLgucYcAxDv6UQcawbqcj/evEYzBmcCp5loOFI7aS3CMTZ4pPrpyA3KQZ6DQc9z4LnSK0ylDDk1KRaGEoZr2o0HAuHQA6haoVlGHIoVCkaZ5+PHLLVSU6iAThSi693liEncT/uWjw43CYRRFTAswwEemcg+jhtHaW2nqgNkyVEV7E6RPx8qMa9TvPHgRNn1OCeJUNQWm/FVztKvbZRhtfQ0dV3k9OGp0PDse5xIS3H4nezCmDSa8CzDHinEBPPMeBZhq6Jdkg16TFviOKrtPpQJX46UAkdz6Kq0Y5bP2gVDEmM0SIz3oCaJjtSTDq8dfVEygweAlThEJqfHAMAeOGCURicbg6zNQQRXiYVJGFifiI2HlM6Zde/s9Vr+4DUWHx903SKTugjfL2zFE8u24f0OD3sogSHIMMhSrAJEhyi8mcXJLfTvD9W3TEbeg0Lg4aDXsNBx7PUaQkD5RYrJj35g3s9K8EAu0OEQ5RQ2yJ0uO+9Swbj7DFZiDNooOVpcj9Q3JO7pPejSmSZFCbVimtsm/zC1E9RVRNmP/eLe31MTjwkSYYoyxBEGZIsQ5RkyLLisCY5P2VZUZxMN+shQymXneXVTR07iv71ojHkABok8u5e5l4enBYDlmEgMyxESYLg1W4yJAlIMGoQJ2u82qyqsf32umB8Fs5wpochgscbq4/i+73laLE74BAlSGDgEGVkxhuU9wFRQl2zw2e/c/+2DseeWkL9/DDBswx+OFiNJX/5BWYDj20n6jCpIAlv/XZiuE0jOsHV33zs673415qjOFrZhFvmD8TlU/LCaxgREDqeRV2LgMUvrYZZr8HGohpMyk/E21dPondnFcCxDL7cWY595eswf2gqrp1RQM8xlaDhlHY645U1yEuKwZGKRvx2ej6umVEQZsuIQPjTgv54Z5PirPDaT0ewfM8pMFCeiQzT+mz0XGcYp1AFw4BRPpyfSt3WMmWD5zrDeC/DuV/b47jWAcajHBAEZdxUq9H4OYf/47Q4RGw7UYdTFmuH38VHv59CavpEyDBqOVQ02HH5vzagpsmO38/qT+/URJ/kLxeNxs3vbwcAHKpoRN7dy1D09NLwGkV0SltnOkoZ33Vevmg0Hj9zOEY9usJdNv7xldBrWOh4FlqeA8cCu09aMDEvEe9dN7nPB9c/+tVevLn2GGYVpijB1M4xZ9d4tOc4tOQxx+CaS/Bcb2+b5LGebta7y0VJQq2fMVQX3+4+5VMWZ9Dg/tOH9uZX0qf5z1Wt46AVFiuO1zTjZG0LTta1oKS2Be9tPAFAyXp7oroZwzPjwmVq1BDxDqG/HKrE/lMNAICvdpTinLFZYbaIIMLPB9dNxl9+OISPNpfgZJ233P7hikacqGmmlN99hBvf3QYAKK33P3iVHKvDRROzlHThPAstp6gzOUQJK/aW45wxmW6neiI8fLatxCsCxoVnqowLx2cjPkYDLcdCloEmu4AWu4hGm4BUkx5XTMkjJ+9u0Ldfo/o+oiSTQ6FKESllfJ+hbYqVbSfqevV8Op7FfZ/vgiQpAzgXTczGuFyanAsG+8uDn/LpZF0L7vl0J0RJRmKMDrfMH0j9lSDw8g+H0GDrOFjIHzfM6U8D9WFkbHYc9pc3YW+ZxV22+mAlnvp2H+45bUgYLSM6IydBD55lcLKuxT2+8sAXe8ghVCWMzTbj7Y0n3WPHALDhWA0K7/8W6++ZRxl1IpxRWWb8erQWG4tqsLGoBguHpiOPxrBUwdhsZeKuuKYFxTXKvfPxZfvIIVQliJKMpcNSsGxPJQDgaGX0pofdc7KeHEKJkDE6y4x3N5fil0NVAICb3ttGDqFEn2JHcR3OfHWt323bTtQiO9GI5FhdiK0iAsXURqmv2S4iRhfxrkQRBcMwiDNq8J+rJuC+z3bDYnWgqtHmt+7Gohr0v/cbfHHDNIzKjg+toSHkzbXHAAA/H6wM2jE1HIPFwzPAMm0CmKB8sqzSFq7tnsFOzVYrbIIEo17nznbFcww0LAuDlsNvp+UHzc5oJ9WsR6pZj3RzM275YLvPdnIGDQ0RfRffVVKPy/+1EQAwJMOMG+cODLNFBBEZyDLwzoYTqGzw7UQ8d/4ocgbtA9S3OHDNO7s6rVfVaMMD7USq0D0zPNS3OHDpP9dj90lL55WdzB2SikXD0nvRquiGMtCpGHJsUTXUfOrn3iVD8K81yqBNmlmHRqvgVCjsnRurTZDw3sZi9/pHW0pIQaAH3Dq/EC+uPAgA0PMsbIIUVM3stYersRbV7vWcRCMumZQTxDNEJ7cvLMRb64+jwmJFo639LABt+flgJe5cROk+w8W7m1tTgqWadKhuskOUZGTFG8JoFREIhyqb3ak7E4wa1DY7cNGE7DBbRQTKfzecdC8nx2q9lK0plXVkI0kyfj3amkJ0Yl4ichKNYbSI6AqrD7emE82MN+BkXQtuX1AYRouIrrDpeJ3bGTQYsIyi+Mt4TMR7TswrCqHKpLzrE3Cte9bzViR1lUuSBIYBNDznntTnWOckP+tcd+7DOdf3lllQ4yc7xaT8RPznqomUvpUIC29vbO23ZMTp8fhZw8NoDUEEn6Lq9gMMzn7tVwDAxvvmIdVEQVuRyrCMWOwpawQAcgbtAUMyzGiyC2iwegd8m/U8THqNOxjVqOX6/DvQnkcWYcxj38MuSBiZFQdBlGEXJVgdIuyCBLszE6qjC3MODlFGYWqsO8tYrI7HJZNyoOE6zxJisShz92YzZaUOFXd85C2a9Z+rJmBWYUqYrIk+IvpOnmZujRL5x+XjkN3Hb4gEESivrjrs1xn0tOHpOG8cqej2BWqbHThQ4f/lac6gFCTEaMGzDEZnJ+DH/eXQ8Ry0vCI5r+OVtPB6DYekWG1AHSAieJyqt3bqDDp/SBqMWg6C4ECiUQOjlsOGo9XQ8Cy0HAsNxyIrwUAvXD2EVLL6AOTNq2qo+dQPxzLYee8MbC2ux5Vv7+yVc1w6KQfxRg0YMEiL04NjWicGp/ZP7pVzRgs3zx8Ig5bFk9/sh1UIjlPMb6flw6hV+poJMVrnhCxgNmhw2nAKbgkGhemmgFWaHjtzmHNSnaHvP8zEaDk02RUH3sfOGk7BXirCqGl9X37ojGE4a0xmGK0hukpuogHbS5T375vnDSRlVxXBtkkHccaoDJ8yInKJM7SOVz3ym2GYPzQtjNYQXWVSXjwuGpeB97eUBeV4kgxIogx0En72/PmjcG435i5o4p7oK5j1rffOVXfMpgwbRJ/jzNGZOHN0Jt5aV4QXvj+IOj+pmn85WNWtZwERGo5UNYfbhD7BdW9v8fv7t1gFWJxOot/ePANDMvp+3yZGx+Pg46d5leXdvazHx33++4Ne6xuOVeOGOQPAsyw4FuBYFjzLgGUZ8KwSTMQxDJqsgtfzmAg+sizD0iKgstGKigYbNhxrDSZ8+pwRmD0oNYzWRR8R/WtPMbU6hC7bVYbfz+ofRmsIIjLYW2rxeci5+Hb3qRBbQ/QWeUlG7LhnOo7WS+7IORerDrRGcH+4uaTTY90yfyDykmLAOjs7nniuem6JM2rICaObDEo34dhTS2B1SKhrsaOu2YGHvtiDjUWtHZ6V+8q99vnfptK2hwGgdIzcke5sq7Q9wwAMXJ9tIujhjK53tjfnnFDR8izG5yZEpZMk+aSpE4ahtlMrrrsMtV/foTC191J3vrPhhHv59JEZ+P2s/jhZ14IJeYkw0eBMj1k8LANPfrM/aMdzpfkBFGfEvOQY6DQshmSYo7KP0RsMSI0NuO4DX+zBd7fMhI5n0eIQITbaoONZaJ1BRtQmoSPOwLsdQjMoRbWqcKmDAkA+papWHZ7+gxPzk8JnCNFl2iq4xhm1YbKE6Cn5KXTvVBsfbi0LmjNoV8hNIsEXIrpxOdPnJhmh40nEg+ib7C214MEv9viUFyTH4LzxWThzdL8wWEUEgiBKsDooy0JXsVgdOFVvhV1QVC/Pe31dQPslxkTv+09ijNavkntP+GbXKXyzKzA/mUsn9MNvZw50z6GnmfXQ0nO5U2RZxsHyRlQ32WBpEdBgdShOzi0ONFgFVDbacKKmGccqG92Oz578ZlQ/XDSRsouFmoieYft4S6uj066T9WG0hCAihyUv/+K1ruNZfHnjdHAs4+VETaib+hYHZry4PijHemnloW7t9+aV4zF3MEX4d4X6FgdGPbIiaMe7+9NdQTsWANy/dAiumVEQ1GNGMuQCoW4YkMKkWnH5H8nUgH2GWB3vTt3eYHWgxS5CkGSIkuz8lCBIMgRRKXti2T6vQIhA+XpnGb7e6T0x+d61k8Fzyo8qwajBgFRTz/+hKCInyYiip5eisqYOzXYRvN4Im0OEKMlwONvLIUk4p00AUiA80GaAf8mIdFw5NR8sA4iSjHG5CeBJqb7LpJr0OPrkEhwtq0KTTQQ0ejy34gB+OVTlt/6il1Z3eDzXtUv0LqcsNsQbeGx9YCEp3KmMBpviyPvMeSMxKjs+vMYQXeagM7PK3kcXwaiN6GFuog2s86XBpOex/p55lCFFZZTVK5mrVt42E/1TAg9mISKDL3aWd7h9wdA03LloEDiWgYZlwXGKspLy573uShVPEETnHK5UlPd+vH02XTdEn2Tt4Spc+s8NfreJsow/zB4QYouIrrC7tDXz4b5HF4fREnUx5tHvIUqdz4OsuHUmYnQ8kmK0Ua8QvfWBBT5lDlFCg1WAQ5QgSjLWHanG7W1SjQeLdzaV4h0PoSaDhsN7100G4JyXdJa7ntSpZh0y4gy9Youa+GhzCe76pPMscmeN7odh/eKQatYhxaRDdoIRWQkG6vuEiYgeafnbz0fcy3ctGhRGSwgiMrjnU9+brE2QUJgWSzfRPkYgncfeQMuzGJ0Vjwn5CZg5MCUsNqgZKUzt5o90sx5xBg3iDBrwHIM4gwbnRWkqDnJKUycMw5DCpEphyB27T2PSa2DSazqs8951k7GpqAYX/aPnwS0Xv+F9jCfOHu5WcNPxHMbmxFM/OAB0PAsdz8Js9j94tfWBBXhv4wk8+92Bbp+jbST2mJx43HPaEMiyDFGWUZhmQnIsBbAFAssySDXpAJOSGvNPiwfjl0NrunWsjzYXI8WkQ4XFhqwEAybmJ9LEfS8gyYrzPH2tKsT5rpAUxeocaqa+RVGdcIj05qA2XAqhI/uZyBlUhbhUsXmWgn/UyO6yxg636zUcCtMoEI8ggk2DVYBJx8EhSuDY6HYGIvomaeb2s2UsHpYeQkuI7vDQF7vdywYt3aMC5fnzR+GF7w/iRE1zu3X6xempb9UJGo71Uk1tm1GiN2lxiDjr1bUd1vnH5ePQL94ADceC5xjoeBbJsTro+OjJ0DR7UArOHN0P24vrIMkyJEmZf7eLEqoaWxVfP99eiqUj+2FAaixyEo3uTKZEeIjo0Za8pBgcrWzCpZNykJtEqUcIop+f6IOdDy+MmgdNNJEYo8XOe2fAbDa3W0dyKjoJouxU5VLUuRyiq0yCQ1TUuhyShNdWHcbKfRVex9BrWK8UAHZBwsaiGtS12PHt7lMw6TW4Zf5AzBmU2mv/a18iIUYbkAqTLCttVl1bD1GSYYyJhSDJkJzlorP9REmGTZBw8/vbcKSyye+xzHoezU6lNk9OWaw4ZbG61zUcg28fbXXS+OC6yZhU0MdT6tGtkSDCQqtCaHjtIMIHxzKYXJCEoqeXup95giijrsWOBS+sRqPNN2VIoNz32e5O61w7Ix/3LR3a7XNEI4kxWtwwZwBumDPAqR4qwSZIOO9vv+JQRccTxu2x7UQdLvh752mSNt47D6kdTBoQwPDMOBx7agnsooQWu4h/rD6K13460vmOAO78uPPIbRfJsTpsvn9+d82MarIT9BjRz0Tv5irE9R4VSw5pqmRYRix4VgmAJNSFTVDGoqYWJITZEqI7pMQqk7XpcdSHUyPT+ydgzZFabH9wAWJ0PDSk6k8QIWF4PxOOVDZFvTIc0Xcpq2/xKbtkUg4umpCNEZlxYbCI6ArvXDsZwx/6DgDQZBMoaCtAzhqTibPGZOKbXWX4wztb3eVvXz0RuYkxyIjXU1+rG1w0Mafd9OKyrGS9Ep1OiYIkQZIUJWLXsiBJePH7Q/hka4nfY3SV697e0u42Lc9Cx7HQ8Cxqmuxe234zqh94lsH2kjocrWzCJ9dPwbjcxKDYFGpSzXr85aIxfrf999ciPPRlazaxa9/a7F6m7FXhJaLv5H+5aDRGPLwC72w4gSfOHhFucwgi7Nw0byBumjcQA+79xj1p8d3uUzh/fHaYLSPCAcsy0LEcAu2T//P/JvgttzpEDH5guVfZwfLWif/fvbUFBx5fTJObQYRhGGg4BkZnlJ25EzWaH26f3eF2WVYcR0vrWjD3+Z/91mmrmPLJ1pK+7xDqhHzS1Aupu6oT19OCWo8AWp95Gg4waA3Y/cginzquQZwnv9mPN9ce6/E5fz5YiftonKHbcCwDjuWg13D4/rZZPttlWUaLQ8TQB78LyvmOVTWRQ2gAMAwDHc9Bx3O4a/Fg3LV4sHubIEr4+WAlrv7v5g6O0DmxOpqY7C4aloFACoWqxKVUIFK/U5XwLENtp1I0nHLttQ1uJdQBDRGqmzSTDskxGsQbSR2bIEINzbEQfZnpA5Lx4+2z8JcfDuGL7Uo65nc3nMC7G04AAI48uYSU4iIYzyDJYQ99R05cXeBkXQu+2VXmVTaDsnD2GgzDgOcYD0c3/+OZz18wCs9fMMqrzGKxAICXIJdrbsImKAIJG45W46MtJahosKLRKqCoun31V0AR27ILEmDz3fbljlKv9XP/tq5PXFvNdgEnappRVNWMEzVNKKpuxoyByThZ14Kj7QhcEeEhoh1CWxxiuE0giIjEc7D0jFH9wmgJ0RfQazg8c95I3NWOepBdlJB/zze4cmoeHv7NsBBbRwQCwzDQazjkJBoD3ufDzSX4cHNJn25XGlpQNzQ+qmLcCqE0uUsEhmsQZ/aglE4dQh86YyjykmLAcww4pwNWucUKg5aDQcOBZRlMH5AcIsujE5djoknHo6EDtdcpBUm4eno+eI5R0umwDKoa7XCIEvQaFlqeRZpZj2H9SCWip/Aci6yE9vuBPMvg/qVDUGaxYmiGGWaDBjqedTqYskgx6ZAUowVPigXdRsOxcJBTkyrhnROS5NCrTniOpXTxKsWlkhPKVIBE8JHonU+V2ASJFAoJgiCIoGETRAy6f7nfbRqOgUOUceXUPJAvKNEXKatvwbSnf/Qq+/F23wB7IrLYW2rBkpd/6da+S0dkIFbHu8e8NRwDnmOVZda1zLjTy2s4FvXNDmw5XosrpuYG+T8JLf9acwyPfb3X77bhmWYUppowITcRlY02XD09H1P7R4cwVSQT0Q6hRVUde1sTBKFEnfRPiQ23GUQEIYhSlxS2Ukw62BwitBwLewcD8cMppUPIeOrbffj7z0cDqmvS80gwamF1iLA6RPcLdqCkmnXdNVM10PyEOmFAbadWGKdHKDVf9NFiF3HHxzuws6QOLMNAlGTIsjJRLEoyJFmG5FxvsgldduD40+LBaHGIGJZpRqqJFCWDQXWjDde/sxWn6q0A4GwzZ8odGZCc6XcsLQ501ddtRmEy9BoO0weSg25PqW9x4I/vbcORykbIstJOgiTD6hDRZBc6fV4uHZmBK6flh8bYKOVkvRUszW6pEpdCTX2LI8yWEN3BYhVwyuJHhoOIeFzO2NWN9k5qEpGIy4meFF7VSaNNQEmdFee//itEScbU/sm4dUEhqbYRBEEQ3aKinf74lVPz8NAZQ0kZVyUcrmgItwmqpLimxafsnk93wS5KkGVgzqBU3DR3AI0ZhYiS2mZc89/NsLQ4lBTyogyHKEGQWpd78gZzx8JC3DBnQLfua9f24LyRwogOfEV2n7Rg90kL/nzuCFw4ISeEVhEdEdEOoR9uLgYA/N8UdXtKE0Rv8tqqIz5y10R0U9/i6FK61coGGxYPS0eaWYekWB2MWg5GLQ+jloNBy2FgaiwKyOk4pATqDAoADVYB+ckxSDDGIN6oQYJRi3ijBnEGjRKF5IxG4llFfc3mkPD59pO4d8kQ5CfH9GlFAHq9UjcMw5BDoUqhMb7o5WB5A5btLOu8Yjf58/L9AIBvdpXh65tm9Np5ook1h6uw8VhNrxz7meUHAAAb75tHDrw9ZOvxWvx8sLJb+967ZDCum9k/yBYRbWm0iWi2U5YbNVJWr0xetlD7qZJVB6sBKI7y5MikLqwOJSC5ia49VbK7THEYqLDYYNZrwmwN0VV2nFTab1NRLQBg64k6nD8+C7lJMeE0iyAIglAp2YlGbHtgAb7ZXYanv92PBquSTeY/vxYhN8mIqyhAVRVkxntnnrEJInR8350/DBYT8xOx9YEFGPvY9+6yDR5jrduL63DhhGykx9HYaCj4ZlcZ9p/qPefm+UPTotrJfWJ+IoqeXoq6ZjtK66x4+YdDWL7nlFedP32yixxCI4iIdgi9cmoePt5SguTYvq9eRhCB0naSon9qDARRovR+hJukWB2W/XE6Xv/5KFrsAiQZ2HaiFrXN7SuetH1YA8D+xxb3aWfBSGbjvfPwzHcHsPtkfUAd150l9Z3WWXHrTBSmmQAA547L6rGN6oLcCtVI9L5S9SHo0os6RmXHY/P989FkU/ofHMNAhoy//ngYe0stAIC9ZZYuH/e6mQXKPYFRFGivoIDBoHHm6ExMyk+C1aG8Y3Asg58OVOD9TUpw5p7SrrXXb0b1Q3qc3t1e43ISyBk0CMwZnIqN985Di0PEqXorLvzH+oD2e/TMYbhiSl7vGkcAAHITDRiUSk4UasRsUIZGC1Ko/dTIoiHJ2F/eRM6gKsSVoaaQ7p2qZHSWGT8dqkFWgiHcphDdYHhGLH45UovfjOqHyybnIt2sR06SsfMdCYLoMTKlQyL6KAkxWlw6KRcGDYfbPtzhLv9xfwWunJoX1Q5UasGg9Z4PJmfQwHn5h0M+ZdMHJMMmiBiaYUZSrDYMVkUn184owOkj+7mnpu76eAfWHq7u0jHOH5cFLa8ILbEsA45hwLEMhmSYMcg5zx7txBu1iDdqYdT63ifmDk7Fk9/sQ0ltMy6dlIspBUmkkBtGItoh9L+/FgEAhmSYw2sIQUQQOt7b8fOZ5QeQk2jE6SP7hckiIhK5+f3tOFzR2O39R2TGgaUXtLDx2k9H8PGWkqAe06SP6Ed+r+AaZKBxNvVCg6TqxPX0oNaLTpJjdV4BfdtO1Pb4mXbvkiE9NYvogLYR6g98safbxxqRGYdrZxb01CTCD6lmpZ1eWuk7yNwe6WZyxg0VPEvK5gQRLmheQd2QcwBBhJ5GmxIM9uWOUtwyfyA5gxJEiOBYBiK9NBB9nLPHZOJ4dTP+4nSQ++VQFW77cAdevHB0eA0jiF5kTE48/vOrd9maw1UAFEX20TnxOHtMtAn1hAeGYdAvvjVo7X9XT4LFKqDJJmDq0z8GdIynzx1JQacB8sKFo/Hs+aOw/mg1bv1gOxJjtDhS2Ygf91cAAL7ZpQiSXT45F4+dNTycpkYtEe0d8n9T8/DF9lLc/tEOzB+ShvF5CZiQl4ABqeR5TUQvLMsgN8mI49XNAIA5g1KwdERGmK0iIo23fjsRaw5XQRBlWKwOtNhF9wuYi/evm4zJBUlhspDoiHuWDEb/1FhUN9ogycC6I1XuNE6ePH7WcFw2mVTS2oO66wQRXugaJABgTE4CPrl+Kk7VW2F1iGhxiLA6RJTUtuA/zgDAjrhjYWHvG0l4sfbuudh+og52UUmB3WIXcaSyEe9tLO5wPw3H4DejKUitt3ni7OGYmJ+IJ5ftQ4NNaLfe3kcXwaiN6CGfPgXPMhAlmt0lCIIgCCLyWTA4GdtKLPjH5eNQkBIbbnMIImrgGNA7A9HnYRgGty4oxK0LCpF39zIAwGfbTuJkbQsyEwzonxKDgpRY5MVxyIqnIFaib3Dm6EycMbIf3l5/HA992Rpof9uCQmQnGnDmqMwwWhd9OEQJVocIq0P5rG9x4IEvdge07/1Lh5AzaBfhWAbTBiRj433zYRckrDtajWU7S/Hh5laRkLaCd0ToiOjZgeGZcfjgd5PxrzXHsOpABT7Z2vqj+eC6yZhEjkxEFFLbZHc7gwLAv6+aGEZriEilX7wBF4zPxrl/+xVbjvs6EgLARc5UkxdPzMFT54wIpXlEJ8gy8MDnnXdO7/98N+5vU++j30/BhLzE3jJNldAwmzphGIDGSAmibzAmOx5/3rsff//5aMD7fHXjdIzIiutFq4j2yIw34ER1My5+I7C05JPyE/HW1RMplVQIaLQJGP7Qdx3W+f7WmRhI6YtCDscyEKjjQhAhh2Xo2lMt1GwEETZeXHUMAGXmI4hQw7EMJMqGREQRP985Gx9tLkFxbTNO1Vux4Wg1Ptt20qvOB9dNxoS8REonHAEU17T6HrxzzaQwWqJOHvlqD/677rh7nQR9QsuGo9V4Z8MJfLmjtMv7njcuC8+cO5LuQz3gz8v3428/HfEqizdqkBSjxTPnjcS4XPJbCBcR7RAKKIoyr1ySAFmW8eQ3+/DGL8rL6oX/WI8lI9LxwgWjodfQxBMRPZyyWL3W31xzDGeNyUSMjqNJ2CijySagrsUBWZYhiDIcogSHKEOQnJ+ihDHZ8e06hLp4b+MJcggNE2X1VrQ4JOib4W5DQVI+pxQkYd3R6i4f0+aQesFSdUKZ59QNx9Agqdqh1uv7NNsVdUJJBiRZhiwpn8ofIDs/txfXdskZFADOeGUNAKBfnB5jcxPw3Pmj6L0vCIiSDKtDSRHpaidJ8m2zQJ1BAWDDsRoMun85ACAjTo83rhiP4ZnkzBsMWhwi5BaH0kcUZTz73YFO91nw4mqMz03Av/5vAuKMmhBYSQDK5K5doH64GuGcLw0Oyt+pSvQaFi12MdxmEN2A45Rrj5TS1A29s6sT1zPPNWas4VjwHAOeZcAwDHQ8S+9eBNELcCxDfU4iqshNisEdiwZ5lR0sb8DCF1e71y90CtfkJBqREadHZrwBqWY9zAYeZr0GJj0Ps0EDs14Ds8eyXsOCoQmgoLJib7l7Oc1M6q1dpbTe23/DqOWwr8wCo5aDQav4cJj1PP1uA0SSZGVcFK3zDqJr3kGS3fMRoqT8ue4l3eHjLSX4eIsiTHj0ySXkGNoNfj3i688giDKOVDbh3L+tw5o/zUFWgjEMlhER7RB6uKIB93++G8U1LeA5xksVEQBW7qtAi12kl1Miqmgbufvo13vx6Nd7AQA7HlxIk35RgiBKGP/4SrQ4ejbxkRyrw1c3TQuSVUR7WB0i3lh9FC0O0a162DZSprtMzE/E65eNQ2KMNijH64vQ/IQ6YSn1qmpxDWrIdPH1af699hge+Wpvr5+ntN6K0p1luH52fwzrR06GPWXiEytR3WTvteOX1Vvx5ppjeOHC0b12jmjhgy2leOK77vUXNx+vxaGKBown1fiQsau0IdwmEN1E60xbtetkHab0p0xEamPFvio02UWUW6w0aaky9M5rr4kcelVJUXULAOBwRSNGZsWH1xiiyzyydCAeWnYIt3ywvd06G++dh1S6rxJEUFm+txItDgm1TXYk0Fg+EYU4RAkZcXpsuHceVu4qxqfbT0Gj4SHJQFFVEzYcq+nyMS+ZlIMnzybBm2BwxqgMPOb0N/hwczHuXTIkzBZFLrIsw2IVUFrXgtK6Fpyoacb3Hg61AHDbhzt89rtuZgF9rwFy0/vbsGxnWcjPaxMkGLTke9ZVvrhhGqwOEcU1zTjh/Dte3Yz//FoEAHjqm/146IyhSIrVgSOH25AS0Q6hl/5zA8otNgCAhmOQatJBw7GYNyQVA1JjkZ1oxL5TFvAsC2tLM1gGiLPIYFmAZ1lwrJI6iGdZdxnLKtH//so4ZwQkQUQqVoeIPaUWrzKzXrmMzxqTiVh9RF/SRBBosDpwz6e7sLfMErAz6IXjs5GTZISOZ6HlWWg5Fo02AUP7Kc7FxyqbcKyyCYCi5ubpvyM79d2yE4zIS44J6v8SLRw41YBFL63uvKIHpw1Ph4ZjnX8MeI6BhmOh4zloncsxOh4so7TZZ9tOOhW9ZMhyq1LbN7vKkBSrw8DUWEiyDIOGw01zB1JnllAFHANQ0Lw6od50dDBvcBr+sfooytpEP3fGuWOzwLMMWFZRoOGcfyecaYlOG54OHc+BYxXnYpZhYHQ+t/Y6+8EM4/xz/tpMeh794g1B/O/6LvctHYL7PtsdcD9yVmEK0sw6cCzr1V4/H6zEvCGpGJphhoZjwTIMWEZ5/06P0/u0FaC0F8cCBcmxFGkdALmJ/n/TV0zJhZZz9ut5pX8Yq+dh0vGI1fHKsp6HjudwtLLR7xiH7KEIa9ByFKEdBJJiNKhucqDJJiBGR+/lasL1jInVUXCtGplTmISvd1cgiZwqVIfrVU9DfQJVMi4nDp/vLO+8IhGR/Hyo1eFGy7NgAK/+/OLh6eSsRhC9wPAMEzadqEecgfqdRGhptgs4WN7ovs83NzeBZRjENivzgbIr84+szAlKnuttMsrIsuxW7HOvu/ZzZg5S5hmV7Q1WB/70ya5e+98KU2N77djRhNUhYuvxOvf6P1YfxfnjsjAwzRQ+ozqgutGGmia7c9xRGSH2nEry/O1KHnOnYpssSaIko7GpCZIMGAx2twKlXZBgdYjOPwktDhEtdhFWQew0C9ao7HjsKqlDjJaHjNa5Ep5jcObofr30jagPWZZxrKrJrZztUvoUJAmiJGNgF67t584fBY1z7pxnGQ/1e7a13PlpbW4Cz7FIjDMrZayzrnOZxqy7j17DYWCayeu+4XIIXbarDMt2lYFlFLGyjHgDhvUzoyA5BgNSYzE6Ox7xRnr/6A0iepTaFaUPKGksKhoU59C31h0Pl0k9IsGoUTpJTrWrWxcUol+8wel8JUPLsxiboQdLTqlEOwx+YLlP2c6HF4XBEiJc7DpZj6+7GBHzwebioJx7033zkWLSBeVY0URVo63L+3y7+1RQbVh9sNK9bNRyuHHuwKAeP1LhWVf6R0rfqUZYlnH3mQh1Qq3XN3ENzqSYdPj+tlkorWvxSvXUGZ9sLelwe9to6kD5+qbplKa8A2RZhiDJWDIiA4uGpeOJb/bh3Q0nOt3vZ48+RFsOVzR2y5Zb5xfi5vnR0RfpLpIko7Tefx+yN8ZD3r56ImYMTAn6caOJYRkmrD5cg2EPfedVPmNgso9aPcN0T8F+cLoJfzptMDQc23llImBsgvKukBxLA89qJM2sjFFQv1N9CM6JP56jcXA10uJUdk01kYKkGjlc2YTp/RPw9jVTSCCFIEJInIFH/2QjOZsQvUKLXcSz3x3AiZpmrNynjK1NzEuETsPil0NVYbbOm9OGp2NSjgk6DYsEUwx0PAedRgl41fEs9BoWWs5V1ip0w9O7cK8x97mffFKe3/HRDnx+w7SI6ivUtzgw6pEVYTu/p+/SZZNzMKUgGf3i9ciMNyA5Vkf39wAQRAm/HqnGf38twg/7K7p1jDNH98MF47MhyTJGZMZ1yZHQYlHeQ82khB8Sjj21BKcsVhyuaERRVRMqGmwot1hxvLoZy3aWob7F4VV/zqAUnDYiAxeMzw6TxX2PiHYI/eWuuRBECeUNNjRaBffko+j02Hf9SbIMS2MTjlU145mVHXvlh5PaZu8ftL8Ui7fMycNvp9APnAiMG+b0D7cJRIiZ2j8Z6+6Zi2a7CAataXmV6CYZm4pqcc+nwYu2mzYgCQwYzCpMoQmybjJtQDKKnl7qUy7LMurqLZBkGTGxJoiSjPc3FbtTMgSLCXkJWDQsHYxTYe38cVlBPX4k45Kdp7Tj6oRjGIiUclyVRNAYEdEDDpU34A/vbIUkKY4yxbVW2MPgYJ9i0iE5Vge5zf3ApT4gy8DE/EQMyTCH3LZIxeoQcf/nu7G9uA4cw+BAeehSWQ/JMHu1lWvRpTofb9Di4kn0vtseVY02zH/hZ9S1GTvoDrlJ3qqfrluzDEURRFHZBQrTTBibk9Dj80U7L503FA98dQDL9ng7UQdz4m3N4SosHp6O8XmJQTsmATTZBAAgJQKVUtFgQ6pJS47SKkRw9jEpXZw6aXQ6hMYbSeVOjQiSjESjJqIcPAiCIIie8cGmE3hz7TGvso1FXU/B3h0GpMbi8bOGI0bLuzPFuMYdWGf2H0lWFP9czx6LRcksYzbTeF4kcMaofvj7am8fmx0l9Zj69I9Yd8+8MFnli00ILONRT3n6nBEYn5cIg5aDnmdh0HLOjFbUd+opz6440KnKqif3LhmMSflJECQJjTYR2QkGFKSQMrBaYBgGGXEGZMQZ/IoRVDfacOO727DuaDUAYNWBSqw6UAmzXoPFw9NDbW6fJKIdQgGA51hkBpD+z2LRYlpBAv4wf0iXjl/TZMfYx77vrnlB56VVRXhpVVGX99v/2GLoNZQCuK/zyfVTcO7f1rnXX111BONzEzFncGoYrSJCTUacASv2nMKhikYYtRx4jsVnW0uw9URdUM8zb3AqTHrlMbGntB63fbjDvc2ry8sAN88biNwkSinfFRjGmXYVjPv+ffX0fFw9Pd+r3sq95bjmrc3dPs+molpke6QB3XSsm4MAbXMu+ClzCIrzgobXtG53IcO3rC1+6uh4FncvHoK4bkwyuBxB6SVNnZBCqPohf1518t9fi/DQl3t6dIwhGWb835RcyFBUmrcX1+HAqQaIkpKe+obZA6DTsBiXmwCjNuJfSVVF3t3Lur3vOWMzMaxfHBqsDqzcVw5BVBxuXeWjsuNg0tOkf2/xy6FKXP6vjV5lZ45Mw7SBaUiI0ULHs+BYBiOy4mCmdog4fjlc4+MM2pYRmXG4c9Egn3JPXwzXs9NfWVKsFsP6kRJyb0E+MepEEGXoeXIGVSPu93W6+FQJtRpBEETX4VjFKY4ggokgSmiyiZg9KBXab/fDLoQ+mPtwRSMcooQRWfS+qlbuWTIEcwen4sJ/rPcqL6u3uscaN943L+zq8KkmvZcAj12QMPzh73r0u0+O0eCja8YiPyM5GCYSHXDNfzdh5T7/qqC3LyjETfMoo1S0saOkzu0MCih9JT3PYkIeiRcEi6iffUuM0WLnwwtRXNOMP763Dcerm51KGc5hDY8PTxUaGYq6W6T4Kbz+8xHcMr8w3GYQvUx/PxEPV/1nE3Y8uLBbzlKEOimuacZ1b2/p9fN0Rar9WFUTPvvDtF60JjqpbLD1yBnUxafbTgbBmvBh0mtw75KuBXwAIKUDlcMxgBgh/Syia7j60dR86mRUdnyPj7GvzIK7O1Asdz3bPrl+Ksbl0st9MDl/XBY+2lLSrX0/3XoSn2717TM89e1+9/L6e+YhPY5S6vQGRdXNPmVf7CzHFzvLfcrvWFiIG+fSIGkkkZfoG8g8Y2Ay3r56UhisIboDBSKpE5ahPqdacfnDUPymOnENt5Bfk3pZtrsCGd/ug5ZjsXBoOjnxEEQIYBgmYuaUCfVzsLwBC19c3aNjMAyg5ZSU7DpeSdnuSs+u9UjV7l52rrvUPzmGAcsCcQYtKhts+GL7SXAsA55lwLGs85Np/eRay+3WZhg0HBysDjE6nkSvIoBJBUk4fXgqvt7tOzecnxwTkUH9x6qauuUMOntQCnQ8i3iDFqLgwN9+OQGD7hRY5++VZRlwDAOHKOH7veW4ekYBpvZPQqpJh1gdT3OP3eS4n7FPAFg4NA2l9VY8+MVucCwDDafcJ2qb7UiO1WFohhmxeh4xOh4mnfIZq+cRq+XB0gul6pBlGbtPWnDGK2t8th15ckkYLOrbRN6dOwyY9RoM6xeHH26fHVB9q0PE4AeWd/t8PKvIo8OZos0WhGgdf46CRN+jvc7WHR/vwBtXjA+xNUS4yE404l//Nx6bj9ei2SZAkGQIogxRdjqsy7LbaV2UlYmt5XtO9Tht9lXT8jDcqUjT9kgLhqb16NiEf1JMOrz124nYdqIOgiTBLkoQRBnNdhHvbTwR9PPdMKc/CpJjfYQ6Pdu7vTIZQEtLCwDAYOhc2TtQOBY4fWS/bu3ririmdzN1YhUkUvtRK3TNqZrR2fHuSGtZlvHPnw7g422ncKCiKejnarYLQT9mtPPs+aPw7Pmj4BAl/PXHw3j5h0NBPX44lCaihcsn5+I3I/vhyv9sxLZOlP9pEjHy8EyZmxlvwBtXjMfQfpT6Tg2wDAWyqJkYHY/KRjuabAJidDTMrUbo2lM3MrWgKimttwGAO13nX388jO0PLkC8URtOswiiz8MyyjgLQQSDNHP7wbo5iUZoeRYcw0CUZUiSMn8oSsqyIErKfCIYd1mzXUSDVYDkqhemn+rgdBMSjFowDHDbgkKMz0sMjyFRSH2zw8cZdNkfp0d0ppL85BicOzYLPx2oQHWTPaB9MuMNOFzR6L4uBFGCJMmQoGSsE5zlrmUAeODz3X6PtXRkBl69ZGzQ/p++zse/n4onvtmLDzeXYFCayT3vvetkPRyiDFFS5sAdkgRRkuHohmLMunvmIiMueHPURPB5Z8MJ3N/mmnry7BG4ZFJOmCzq29BIWTdYc6iq0zoMozia1rc4vMrnDEqBXqNE2Jwxsh8GpZuUlMFOJ9HmpkZwDBAXZ3aXc860whRtQGh51j1B/9S3+9yDNt/v9VWNIfo284akYd6QwJ0wj1Q2Yt7zP3uVDc0w48qpeZg6IAlZHinFichiZmEKZhameJV9sqWkQ4fQUVlx+OLG6b1tmg8WiwUAYDZHxuR3o00EAJh0pKCsRiRJBs9R34cgwsnx6mY88d0RrzK9hoXV0X2nwC9umBYUFVKiczYdq+nxMSYXJOL966YEwRoiEKqbbKhvdrS7feO985DawaQPET5O1LS4l2cWJmPVgQp8vKUEF0zIwuD0yOgbE/5xiUlQ+k510i9OB6tDgk2QEKMLtzVEVyCFSXXjmqeg9lMnCwYn4/v93nNcM55ZhV0PLwqTRQQRHbAMQ9mQiKARZ9B4pc4OlAarAw9/vhNHq5qh12rAc4oan4ZjwDtV+XiWhSBJsDkk2AQRVocEqyDC5vHpLneIbqe5YLD/VIN7+VDFVmy6b37Qjk10TNtMpN35fYUaLc/i+QtG9egYnc1rPvjFbry17rjfbftKLT06d7QRZ9TgmfNG4ZnzfNtsV0m9WzFyYGosMhMMaLIJOFLZhJoAnX0BQMeT2nCkM3dwqk/Zr0eqyCG0lyCH0ACxCSJe/uEQUmJ1SIjR4oopufh4Swma7aLf+rIMH2dQAFh1oNK9/MX20qDY9p+rJmD2IN8Lh+jb3HPaELdDKEF0hsmPUsbeMgvu+mQnAODYU0vI6VxFGLQdd2h3lNSj2S5EZAqHcEA/bYIILXTN9R1Kalt8ygJxBk016VDRYMP8IWnonxKDWxcUUuqnEOMQJaw7Wt3l/X4zqh+mD0zG+eOyqG8YBvaUWnC0qlWNl2WAG+cOxPQByZiQl0BtEsGMzDS5l9/bWOxefnPtMbx+2TgsHp4eDrOIACCnJnVT1yJAyzFIMFIQoNpgKK2AqvGXPYZQD1WNvpPqDVYB1/x3M165ZAy9uxFEL0EKoUQk8NOBSnyy/VTQj7tkRDpSYnWKcynPKp8s07rsdjxVlh02KzQcC7MpBlqnI6oMZ6CerGRGGZkducqUfRGrw7/PS7Tjz+F5cLoJr106FgWUwTdoPPXtPvfyoYpGHKpo9FvvgvFZyIw3wqjlYNRxiNHy2F5chyun5iEvOSZU5hLdoLimGTOeWQVNGyGgvCQjXr5oTJis6vuQp4gHkiRjy4laaDgWTy7bh41FPVdUCQX94kn2OBoprfOdoCcIfxyuaMS5f/u13e3pZj2qm+xIjiU5jUijssGGM/66Bqcs1i7ve8kbG3D19HycMap76dYJItzQ8Kj6oUFu9TN9YDJ23jsDH24tw+PLDwNQBnhlWZkwbLAJ2FFc57NfRYOSgnDlvnIsGDoCK/aWu7MelNQ2o8UuulPvSLKS7vWiCdnQaVgKZggSRi2PoqeXYvnuMvz+f1sBAGeNTIMDLJbtLGt3vy93lGLO4BQs21UGjmFQWm9Fk01wpguTIctAQowW543NgkGrZL4ggsfpIzNQbrFi47EarNhbDkkGXv7hEHYU1+HccVnQsAxYlgHPMpBkYEdxHQxaDrMHpUR0Cq9ooMEquJfnD0mDTsPi+z3lmDckFVMHJIXRMqIzSCFU3cTpedhFGRargDgDOYWqEbry1Emrwiu1oBqZVpCAbSW+ilYr95Wj2S6SQyhB9BIsw4QtDTdBuDh9ZAbSjEBdswNrixpgEyQ02gTlzyqgwaosN1gdsHi853bGg6cPQ3pc4BlNIi3bHOHr+Jh39zLEGTT4+qbpyE6MjiyTsizjk60nsbOkDgB8lEHTzDqMz0vEnxYNRk5SdHwnoeLtqydh6cu/eKkE++OyybkYkBoLjdORnGEYnDUmM0RWEj3h2rc2AwAcHnLpF0/Mxj1LhoBlKWC0t4ja2Ta7IGHwA9+GpfO9eFg6Xr98nN9t1AEiAkX0+PGOy00IoyVEJLH1RC3Oea19509/nLJY8Yf/bcWHv6d0oJFGcW1zt5xBAWB7cR1uem8bOYQSqkWSlYFSQn1Qq/U9LhibgWtmD2p3++6T9Xjtp8P4ZpevwsCfPtkV0Dn+vHx/h9tX3jYTA1JNHdYhfFk8PANFTy/1es989RLlffiVVYfx8g+HfPa59YMdnR73sa/3trvtqml5eOiMYd03OophGAbXzCjANTMKUFtXj6V/24TSeht+PliJnw9Wtrvfs98d8Fr/6Y7ZFBUfYn482KrI+7tZBZiQlxhGa4iu4OpvijQ7r0pSTVoAQE2TnRxC1Qa9NKgaUghVN1/vrgAAZMTpUVbfOu747jWTkBijDZdZBNHnYRgKQiLCx+GKRhytbATLMKi1tOCJ7w6jriVwh08AuH1BIT7bfhL5STG4Z8lgmPUaGLSKQh8586ifWB2Pb64fjyV/2+wuq29xYMYzq1SRPj4YFFU3446P2h8XLbfYsGxnGZbtLEOMlsOOhxaC5yhYPhhwLIPlt8zEH9/bhi93tJ9l+TevrPVbftGEbDx97sjeMo8IAp/fMA1DH1zu5Z/33sZir0xLLs4c3Q/PnDcSOp4C1XqKqhxCZVnGm2uLsKe0HkPSzZBkGaJTpaS5xQpBlGAw6CHLSoo85U+GTZA81iXYBRkr95X7HP+MUf3wlfMGc/uCQiSbdLALknIepyKKJCuDxC41G6XMtR2QXcMgrh8y05oCh2GUwZJrZxSE4Nsi+joWq8O9PLU/KY5EG5Kk3P9EyfnnVNkqr++68+CVU/Nw/ez+vWAl0V1k57NtZGYc3r12Ei55Y0OX9n/9snFIMenQP4UcAQj1IssyaBxJnbgdK2iMO2oYnhmH1y5VAt5kWYZdlGB1SLAJoqIsYBVgFyV8urXE7wt+IMx/YTU+/cNUjM2hQKhgoOVZ3LagELctKGxtM7uEZoeA6kY7bIKEdUeq8NyKg10+9r/XFmHriTp8ccO0XrA8euBYBstvmAiTyYSaJjtqmuwQZRktdhFndxIANvu5n9zLL188Br+hAKFeZ2ux4nR9xqh+GE8Bm6pCp1Emb6wOKcyWEN3B4FSxq2myI58c4VUFxf6pG8bZgOTXpE5EWcaSYSl47fKJ4TaFIKIKlmHovkkEHVGSse5INQRJwpbjtfjrj4e9trMMeiSONTo7Hu9eO8md0eemeQN7Yi4R4Xg6g141LQ8r95Xjk+unhtGi0JKbaESqSefOftURTXYRgiSD/NWCy5PnjMCE/ERoWAYajoWGZyFJMuyCBLsowS5IeNSPUMH7m4rJITTC0Ws4HH1KcS4/VN6ABS+ubrfuF9tLccfCQVGjTtybqMohdOW+Cg8lkpNBP365xYpJ+YlgGGDd0WqnAyejfDKKWyfrscwwyjbWox7r9Ppk3XUUJ9CTdS3YVFQLAHjtpyNBsfeSSTnoF6fHtTMLyDs6CrA6RLyx+iie/953UvbiiTlhsIgIFoIoQYZyr/hqZ2lAqkzBZEJeInYU17nvbQDAsk5ndmeB657nWvZU7ZM99ADaDmjE6DiMzUlw79tXcTnoeuJPLUGWgX+sPtIt54qu8Pv/bfFaXzoiA+ePz/IYsPdoNbk1MlmWW+111VE2KQ6qA9NiVaXOxju9CR0iTe6qEVIIVS+sx72GiD4YhoGO56DjOZyodmDe8z8H7djnvPYrzh+XBc6ZNtuVht7zva3cYgXDMOAYgGNZcKziWAfndqD1Ge3az8Xb64/7nBMANBwDk16DmQOTsXBYOpaMyAja/xQJeLbZ4x/txUdbSnp8zB3Fdbjr4x3KezHDgHW+I7MMwLKMe7ncYgPDKG3Es0p7skzrp2Kfx3s5lP0ZAGCAY5VNWLHXN9gTUPoBA1JjMTjdhMXDM7B4eHqP/69w8MX2UtzywfZu7//H97Zh+e4yZzu0toXnmEbr2IVr/AOAx3fuShnnqqfgva+zxL0/A8b9nuB6HMiy4oDwfTtt5smDpw/FVdPyVPMeEatTxmS+2lGKdLMOPMcqA9cs41xWfuOtv1/G93v3WId73aMeA4/rov39XXc5z3ue57scPI6nlLVWlCQZzc3NYBgGMUaPYEPGd9GzbTxbqW2Ted5n296HfVcCqO9xft9zKQiSDEtDI/KSjOgsAY/r96mSnxrRhq3F9QBcz3pCjdA7g8qh5lMlNN5CEOGBZUiVnugZDVYHXv7hECQZMOl5WB0SXv+5Y5+DkVnxGJkVh0+3nkSjTYCOZ/HPS0YgzaxDRnI8qXsSboprmr3Wx+QkRFwGIEmSMeOZVThZ1wIAMOl4JJt0YBnl3V5x0GSQk2iEKCnzmq2ibx7Cb27BN0AQBMVpmmFgE6SAnEEBYOsDC6DXkH9OV6lssGHCEysxrJ8Zw/qZ4RBlt6OnW+BPkGETJTicZXbnsl2U0GIX/R53bE48ZFlWzThitJMep/db/tZvJ2J4ZhwMGg4GLV1fwSBiHUIFUcL+Uw1otAlOBxUZOp5Fvzg9SuutGJyuOKSIkoxDFY1e+3IsA9l5U+8KG4/VBMv8kPDuhhMAgOdWHMTau+ciM94QZouI3kKSZAx+YLnfbf+7ehIMGg6iJNMAuAr5eEtJh/LzoeCGd7f26vFfvHAUzh6T1avnCDcF934TbhM6ZNmuMizbVRaUY+18eCHMenWk4jPrlW5ObbOjk5pEJCLJMk3ME0SEIMsyBFFyZ2fwVCcXJRmCJMPmkGAVRJyqt+KdDcdx7tgsCJIMDcfAEUS52GA4K3YVhyijpsmOz7eX4vPt7aes6Q2ePmcELgpC8JcsK+3UYhfhkCQIohJZ3WwXsKfUgm93l+HsMVlIjA1eisgPN4e+rTwRJBn7TzVg/6mGkLdbW+5YWIgb5wauoiFJMhptAhptIhptXUvh5o9vdp3q8TFCzaNf7/Ub8R8Olv1xOob1i+uwzswBifjfJuV39sYvx0JhFhEgh544DZoOUrg1Oa+x2iY7SutaoNdwlC5XRVisSvvFaDkU1zS7gww4pjV4RAlEUJyIY3UROxQedfgLoiXUQ2v7UQuqleM1LThe3YSEGC10PAueZd33SoIgegdFIZTum0T3mfb0j+7+byC8dulY9719xsAUd4BoQ0szmqtFVFpbxa5cAaSMO0jXGUzqZ7skyzDrNe069BDqZMYzq7zW//jeNuworoPsFJWRZRnXzeofcn+Ut9YV4cEv9vjd1mAT0OBn3OxoZVOXz8MyAM+xiNFy4DkWDVaH4nyt4zGpIAk6DQsdz0LHcxiVFYcTNc04WdvS+g7qcd1wrBJ8r9ew0Gs46HiW+lhOLvz7OgDAnlIL9pRaAtpn3uBUJMZooeGVNsiI0yMjzgC9hsO0AUluBWMiMrEJIk5UN6O03oodxXXYUVyHw5WN0GtYn2w9oiTTmFyQidir44xX1mJfWfs3gf2nGtrdFo0RVrVNdnII7cMwDHDppBy843QC9uSyf3mnkt776CJ68KmIyQWJSDfrUdnYGnHkShcOAGDUl35pxsBk93JmvAGnDe9bKlr+uGFOf/z956M+w+CeAzxqfjQtHJoGhgHmDk5VjTMoANS2KI6gcQb12Ey0Isv+1aAIgggd57y2FltP1HVr3+/2dK4ASHROWwXyQPnje9vw5Y6uOUGq0WlQLXRFrHz57lM+au9EeGEC6JG4nEF7k+RYHYDW4GfXu0arqr9/pT2/dxE/hf4mUfoCHTmDAq2OL3d/ustd9u+rJmDOoNRetYsIDnvKFJGAjlKNefLPK8Zj/tC03jSJCBBKOa5uSuoUFekNx2qwaJg6VdijmbJ6K07WWTHr2Z+6vO/rl41TrfI+QYSbFfurUNsiIO/uZQCAP84dgNsWDgqzVYSauHJaPl7+4RAAxQFNz7OwCRKEdiaf/vBO74rBbH1gATnu9HH+tcY74HVfWQM+/P2UkNpwqLyx80pBQJKhpCUHALSqUDbYBKzc5z3O/d7G7p/n2FNLos459Msdpfjje9u6vf8P+yswNMPsdlBvzZLD4LWfDntnbnZnfW7NYuSZbUcSlQxIWo0GDAPUtzjcWZ4D4dM/TMXYnIRu/y/RhiBKGHS/t+jdgNRYjMyKh1nPI0bHo7LBhk1FNVh20wzEGWk+P9hErNdYVoLByyH0vWsne13cbdNhNTc3gWUYxMbEeKXMAnxTn/mk4/JMl9amPnzqKNucWQfbHMu7Dtzn8735+NjlrNPQYAEDIC6uY/UJIrpgGAZPnD0CT5w9ArIsI/8e/2qE84ekQdvJZAcRWWQlGLH+3nk+5RaLcv8zm834ZlcZXvj+ICSnjL0oyxBF5dM1OekZwc04U/2V1lvBsUzATvKjs+Px4e+muI8B+KYD9E4xGF0d1o64c9Fg3LlocId1fthXjj99sgt6DQuDhoNew4FnZCVCTKt0cNprKVkGfj5YGVSbt9w/H2aDxvsZ1cdUhgWnIh3JyqsThlG3IzVB9AVOH9mvSw6hWp6F5FQMzU0yeqUhdDkpuZ45bTla1fXI7UA4Z0wmHjtreCfvhN6DRl3Bs88WScwbkhqQQ6hnXzE/OcZdLsuK3lN7aZqP9VJ7/XLXHJgNGnfftt338zbtFww1o0hpy5FZcUgx6VAZYIqqYHDvksGYmJ/kM2DKgAHLtn7frHP8xfV9s22uK0/1EGdV93Lrcb3rtD2f57bOrslIaTMA7pRigagis071CJZpTSPPsc5ltxoLA55T1A05lsEdiwaFzOEmkr7XnuD6PzrD8yem4RhMzE/EpPzEXrKKCDaD0mJwpKrZ77a219qA1FiMyYkPrYFEu/St0YfoI82sAwAUePQfCfWwcEgKlu/t3jhjVgKJkhBEd0kzab0yWU3MTwqjNYQauW1BIW5bUOhTLogSbILrT4TVIUEQJUhOZUfJKULjSpnd0NAISZZhMMZ4bbc6RLy66nDAY4HxJMTRpyh6eilq6uox9uk1PttidTzG5ibg4gnZ+HpnKUZlxSMrwRCSeeLHzhqOx84a3mk9yZnRypUSXvlsLZdkGZIE9zZZVgLxLQ0NkCQZxpjYNunk5dZryHmMtinoD5Y34ulv9wf8v5wzJrMnX4VqGeLM/NxdZhamQMsxzqzS8LqnAfBQsVUyGEge7VRU3YyqxuCNsRbXNJNDaBfgWAYFKTFeqr2HKxpx2CMD+L5HF9M8fi8SsQ6hb1wxHle8uRGrnQ4wF7+xHr+dlo97lgz2G91vsSg/ErUPWLMheHAS6qZtysAdDy4kb/k+zpIRGVgyovsqm/9YfQRPftN5h3R7cR2u/u8mvH31pG6fi2ifeUPSsPl+byWSrky2vrH6KJ74Zl/Q7Bn3+EoAwOo75yAnyRi040YSLv9WSsVDEATRPX47PR/njVQmKHrjPUuSZLyy6jBe+P5gt4+x/p55lKLKD2eOzsSZo1sHGYPh4CVJMiY+uRJVjfZu7X/VtDw8dMawbp8/WugXb8Cm++YH3GaVDTZMeGJlj8553cz+PdqfUBxXp/dPwP+unRpuU4gu4npVePvqiZgxMCW8xhBdhmcZZJh1WHfv/HCbQnQTeltXJ7xzwCXVTP1wNeJyBv3drALcc9qQMFtDENFDbqIBVoeEn+6aG25TiD4Gz7FKqmtdYPUtFsXPwmw243BFI+a/8HPA57p9QSHmD02DXsPhlMXqToet13Dg+pjgSDTCswz+ct5Q3PzxXq/yRpuA1Qcr3X47/njqnBG4eGJOb5vYLizLgAUDTRf9yixaRQ3UbO6602JuUoyPQ2g0KoB2xsA0E4qeXhqWc28vrsNZr67t8XHuXDQIN8wZEASLoguGYfDj7bMBAD/uL8eba4qw5nCVV50jlY0Ynkliib1FxDqEAsCLF4zCWa+tRXFNCwDgzbXH8H9Tc5GbRJGnRPRy4d/Xu5cf+c0wcgYlfLj3s114d8OJbu37y6GqzisRQeF4dRNmPftLuM1Ak71vpoYk+gCyt2ITQRCRzydbSnD7RztCcq55g1MxuSDJrU5EdI/v9pzC797u3fTkC4amQZaB388ip8PusGxnGW54tzXNG8soKbB5loFdlDpVo2zLvMGpiDdq3c/YM0b1C6a5Ucu+U42IN0T0EBvRDq5Jy0AzaxCRxeHKZpRZbBAlmSagVQZDAZyqxhUg1GIXEUfqYKrl7z8fxbT+yZhZSAERBBEKGFAgBBF5VFisXar//PcH8XwXArufPW8kzh+f3VWziDAypzAJn1w/Bef+bV2X9ks1Rd8Ybf+UWMwdnIof91e4y07UNJMvUxjZW2rBkpe95945loGGY8CzLDgW4BgGNR6K3Z2RnWjA4uGhydrTl5k7OA1VjXYvh9DhmWZyBu1lInq0OilWh1W3z8bc53/GiRol/c/n20px8/yBYbaMIMLH3rLWtGf/NzUvfIYQEUtNF1Sb/nbpWIzLTQDLMjBqORi6GjpFdBv/CXO7x5/PHYHVB6uwp7QeN84diFFZcdBwLDQ8Cw3LtC5zDDQs2+dSwxN9k/ZSFRMEEbnUtQQ+kBIIg9NNqG9x4NYFhdByLGTIiNVpMH9IKkVaB4lGa3ACQxJjtGi0Crhsci5GZsVBhpKmZ/rAZKSaSDmqJ7QN3pFkKGng/NR97Mxh0PEcNLySRoljGXdqd45hMDDNhAGpsaExPArR8r7ZbAj1IJFTmiqpdz7HFKdC6huoCYOGA8sATTYx3KYQ3UB03jNpeEmd/OvSEbj6nV0AgCYbBYoTRKiQQfdNIvKYOiDZrdwnyzIcouxOO+/6tDpEZRzC+Wn18/lUO2mzX/z+IA5XNkLPc9BrOOg1ipqoLNih51mkJdoRZ9AgzqBBvFGDWB1PY34RQHqcwW/51gcWIDFGG2JrIpu2YgWUySq8HKtq8ikTJdkZBCwFfJyb5g7A+LxEzKLAqaDgL8PV0Awzvr5pRpgsih4i2iEUAI5WNbmdQQHFS5ggohWpjWLFzwcr6UFEeHGovAGHKhqQk2iEKMk4WdfSYf3sRCOldwoTOUlG/PX8odhf3oRXVx/v9nFmDEzGhRNycOGE8KViIIjeggZ/CEJdXD09H1dPz0d9swOCJOFQRSMu+sf6zndsh0+un4oYXcS/sqqac8dl4ZyxmahtdkCWZfzu7S3YfLy2y8e5e/FgXDCBFB96gwvGZyPFpMNV/97UYb3MeAMun5IXGqMIH0ZmmqDlyCFUjbhUJckfVJ1MK0jAd/sqwdP1pzpESYYkkzO9WsmKV8YSKeBYnTR6OGKnRKGaF0GEC0mm8BUismEYBlqegZZn0dXY3qun52NTUS0ufsN7HLC03oq//3y0W/ZQ6u3wkRlvwJc3TsNvXvFOtT32se/dy69cMganj4zerDM7S+rQYhcxf0gaPt5S4s7gM+j+5WFLj04AS0dm4Ob3GQg9yAITo+Vw87yBNM4QRBa8+LPX+qA0E/aWWTDzmVX48fZZ9F33IhE/u1aYZvJa/8M7W/F/U/PAulQuWAYsw0Bw2MEwgNGgB8cw7nJXnZX7KrC9uA4so6Ss+8PsATBoOeh5DjoNCx3PUqeCiHh+8JAcB4D/e3MjkmO1WHnbLMQbKSKnL1DTZMfMZ1ahMQTR2a9fNo5kuLvIuiPVPi+04WbbiTrc99kuPHD6UOhJ4dUvNLmrTqjZCCK83Pbhdny69WS725NjdShIiQFkRSFImdSXsbOkvtvnfPys4bhscm639ycUjlU1Yc5zP3VYZ2JeIkRZhiDJ2FFc163zfHfLTAxKN3VekQiY5747gFdWHUZ+cgzMOhY2QYJDAo5U+ka3u9h43zxSYY0AYnU8fj1ai3NeW+sci2LAMFCWWeUTgHucStmuLDOMkj3ANSTl/gTjnjF2jVYxDOOx3LrNNZ7lHtXyOAbjc4zWbAXe51RWBIeScUKr1Xrb4t631Rb36Tqs52t7l+3zWOmsnmvZZrMh3azDpdM6DixPMChDoyv2lGPekLQO6xKRh1nPo75FQN7dy9xlux5eCJOeUlhHOq4JOo4cClVJjFYZf2q0CkiOJYdCtXHzx3vdy+e9vg73LhmM62b2D6NFBBEdyLJM89BEryLLsqLkKSjqnjanyqfFKsDS4kB9iwM2QUJTcwskSYZWXwtJah3TEyUZoiw7y+BelmTvct+6SqDPJ1tLgva/zBiYHLRjEYFx4FQDrntrM0RJhk7DReX8jCzLqGq046b3tqK0zuoev9FwSuZFvYbF+NwEfLatFFWN/nL3KHy35xQWDaMU4578b/1x3P/5bgDKGFpijBYJMVqkxGph0PKQvO4nrfcV9/2mTbnsvi8pdZQ/RVwtUGfQ88Zl4bnzR/Xmv004+fqm6Zj+51XISjAgzazHFqcgxYmaZgy471t3vXG5CfjnFeORQErEQSPiHUIBYNGwNHy3pxyAkhrtH6u7F0ni4sPNJfhwc2CdkjevHI+5g2lAmAg/T36zz+9vv6rRjgarQA6hfQRLiyMkzqAA8Pv/benWfj/dMRt5yTFBtkYdFFW3PxkfLhptAt7ZcALvbDjhd/tjZw6LWrUol4NsqK4pIrjIskxR8wQRRn7YV9Hh9qpGW4cDX93h/s9348CpBjx21vCgHjfaqLBYO62zsaimx+dZ9NJqvHPNJEwbQIP0weKVVYcB+E9v1B4Tn/jBb/nnN0zD6Oz4YJhFBMC1U7PBswxkhsXhikaU1Xd+HRKh4fQxeYgztu8c6Jon+GBzMZ4+dwRN0quM04en4p+/FnuVjXh4BQBgcLoJy2+ZGQ6ziACQKOW4qol1qvgfLG+I2jHCvsST3+zH4mEZyEkyhtsUgujTyGh9/hFET3ntp8N4ZvmBcJsRFMblJuD96yZDQwpxYaOiwYpFL60OuP7FE3NUpQ669OVfsKfUEpRjbTtR12mdYI+Z9wW+2N4qPNFoE9BoE7yyRPc2D54+FEmxWnCSAyP7mZCTnhSycxNAVoLRSzlXkmTsKKnDL4eq8ML3B93lW47XYsxj35PKbhBRhUPo3y8fDwAQRMnLQzgU2AXqnBPhp8UutusIffnkXOg01EmOZLadqMXZr/0abjOCRrTNj/177TE8+c0+t9y/i7aTFgzDQOyBBH1vkZ0YvYO5riYixRF1IiP67jcEEUnseGghAKC6tg7/XleCV1YfD8l5315/HJ9vO+mliudWvutADc+fAp2nYp2vAp0fZbtO6r9xxXgMSI3t4X/Y+0wqSELR00ux5XgNrv7vZtQ1O3rtXJf+cwNMemVYwUvBsJ3v21O9D22UBNtVBURg7eX5u0gx6fC3S8ciSWWKVUefXIJPt53E8t2nsHJfORKNGtR0s/3OenUtzHrvIR+fnqrsf1X2mKRkGMZrPVDykmPw1m8nqq4Nusu4nDiMy4mD2WzGf38twkNf7gm3Saqh7fXrdT9oc3/wVB5t3b+NOqprRZYxItMMs6Hjoc+kmFZn0clP/YABqbFtFFsZDxvaV7Fv7zLpytXT2bUmCEqgG8/zXudkmM6zIsjtWBLI5d3VY2eYNLh7YX90rM0aHAqSjUiO0aCqyfdeuf9UA25+f1sIrPDG3+/E8/cp+ykDAIdD+R80mvCrm3o+d12/y66UDU7R46JxGR2eQySFUFWzq7QBAHDd21tosq6PMPPZVfjdrIKwnX92YSqm9KeJeaJv4xBlHKtuwdvrinDppFyw9AwkekBBcuSPTwXCB9dNxqQCuv+HC1GS8fyKA1i2q6zDehdPzMZT54wMkVXdp77FgWvf2oy9pRavsYb6lt4bG/XkxjkDIENGaV0Lnlm+HzKU92kZMi6dmBvVwTd3nzYE24vr0GB1oKbJjpomO9YfrUFVow1annWrgPYWj36912ud3mHCC8syGJOTgDE5CfjjvIH4YV85rv7vZvf2x7/ei/uWDqGg7SCgCodQF8GUGg+UzUU1WDycJJ2J8NJRJMnb64/jYHkDPvjdlBBaRHSFXSe7nzo1Epn17E8dbl9520wMSO076UMf+Wqv33KffmmERvde+e9NXut9rX06wtVPjNCmITqB2k29iNR4fQoNx+K/G9tPHd8bNESosvNb64rw6JnqUS8992/rQnKeBmvktdexqib8sL8CF4zPDrcpXYJlGZwzJhN3fLQDALrtDOrCEsa22VNqwfbiuqhKwV3b7MDrv+7HgNRYPHveSFQ32fHG6qMYkRUHQZTRaBPQYFUyQjhEGXZBgl2UYBekcJseVpTJEfjp/PW8P/Hr0Vo02UW3kl1nlFtsKLeQkkcwmD0wCWcmJYTkXP6cQV18sb00JDYQvkzJj8fIuLh2t0vOWx9LEzyqpLrJDgB49MxhYbaECCZ//7lnmfl6eu5jTy2hSV+iT7P6sJKp44Ev9iA9zoAFQ6PnXYkIPjZBDOn5OJaBnmcRb9QizqABzyn3a5ezmyzDncZ5/6kGn/1TTTpcPDFH2QeAzWpFVoIBE/MTQ/lvEG04UtmI13460mm99zYW43cz+0e8MvzB8gZsPNbzrEjdxZX5xx9f7yjD2rvnhtCayKHRJuDcv7UvnBWMcTGGAUw6HrE6HgkxWiTGaLH9RB36p8aCZxlwzj9IIq6aoq7x4r5OWX2Lj8PuP9ccg1HH47YFhWGyqu+gKofQ88ZlwyZIqLDYsPZIFbYX1/W6s8Ccwam9ewKCCIDsRCMOPXEa7v10Fz7a4u0YPW1AEp4/f3R4DCMC4oopebhiSh7OeW0ttgYgJa92dp2s71MOh7seXojqRjt4jkG5xdZhp1UNVDbYMSDKHm3tqeEQkQ9NBKgTlzoQqf30DWRZxqfXjsWmkhZYHSJsggRBlPC8RyqPrpIRp8c710wC4F/ZzVP5sW0Z/NXr4BjK/+D8dK/LXuXedWS/9WUA+UmRPejZlvX3zMPqg5WwCiLqG5vhEGX8d8PJbkXF/3D7LP9qne4y13r7bea53p7CK+C/vdq+97fXXq620rCsaqPuHVLng6Bf3zQdgPK9sQzjpZ6o3HqZ1m1oo67ItCoetu4LwKt+637OoylKjW1UetsqxHmuswxg1KpqyKnHzHppvd/ynw5UhtgSwhNtJ2kHrW0mHs4a3Q8mvQb7T1kwpX8y0s16972mrZKx5z3Mff/zKvdWrfa6D7ZRRPZbv825mltawAAwGo0+aql+FbIDtcuPLe3RaRUGYEU7hqarW7HoprkDYNa3KnX674e0/yzrUOHa+yDuRZvVCgAwGPTOeh3v6/N7ckmTtrlXe52u3f8luAF5KXogr5PnsFHHQcsx2F/eCFmW6d1PZcwakIjPdpTjwS/24MEvFFXs+5cOgVmvgVHHIUbLw6jlYNTyMGg56DWsV58F8LiPevZT0IFitJ/7mGcfx3VMZV/v4zEA/c46IUbLgWUZsIwyWa58Kv1DVxnHKt8rx7iWlToc41pmnMtwH4NlGXDOfibr3M62OS7LMJg2IAnHq5ud9Tz2Zxg0NzvAMoCsUd5j/P0WWsv9PV99y3mn/QQRSob3M2F3aQMumZSD8bkJ7nfzTvsQ7jLPeu2/e3uWdd6fYPyU+dpARB4H/Dhd9iaiJKPJLqLJ3oKTdS1YMiIdybE6cCwDnmXAc6zb6eqMUf0Qq+Nh0vMw6zWI1StOWrE63r1sb2kCQL+zcFOYZsKPt8/C4YpGXPf2lg7rzn7uJ/x0x+yIdgqdkJeIL2+cht+8sjZsNiTH6pz9YOUvRsfDoOFw8aQcnKhuhl7LKn1kDRc18yexOh4fXDcZy/ecgkOUUNNkxze7TgX1HLKsBMZbrAJK663u8osnZuPCCTnudYvFEtTzEt2jrtmOY1VNHWbYHaiCTG1qQFWj8xzL4Iopeci7e5m7zKjl0GxvjYJZNCwN9y8d2vpyycDjRVNZ59q82LIMdTiIyEfDsXj2/FF44IyhGPnwCnf52sPVmPzUD5hVmIL//nZiGC0kOuPTP0zrcPvaw1W49J8bet2Oe04bjPF5idBwjPNljQXPKS9tWp6FlmPBsywY9+Bc62Qxy7QO7EXLfdOk18DknAjKSjB2KCN/z6e78N7GE0E9v0HDocUh+pS52mNAaiyeOW8kYpwv2EYN5x5kjXZanRPCbAjRLWRZ7nzCmYhIrA7FsULHd+yAQUQu4x773q360xs8dMYwmA0a90CxZ18kWvoXvYVDlDDwvm+Desw/zh2AWB2vDPC72opjoGFZ6m8EmfNf/xWbimo7rPPCBaOQYmqddOE8/zwm54nQIkoybpiZi1dXHw+3KYQHyTGaToPDkmK0eOWCYbjxQ8Wh6XMPRcnOrkeid3nmvJGdKj3LsoznzxmC2z/dF9Rz//XH9pVdiMD48nfjMNJsbne7hmNhF2V8tasCX93zDaXsUxlzCpNw76L+ePK7VkWpx5cF9zpUO/sfWwy9hgu3GX75w4wcvPaL9/hlkz20SnNtCXV2wDmDUvDvq2guhQgtA1OM2F3agHc3nMC7G4I7h0D0jGXXj8ewDvotkchdiwfjrsWD290uy0r6ZcGZhlmUZYii8llXb4EoyTDGxDq3S3CIMgRRhkOS0GwTcdm/Op6rXHekGjKUrDHdTfO85tbJUNnX3icpSIlFQUosjj65BCUVNZjZTrArAGQmGEJoWfcYmRXfpXcLl4OguZ0foyTJkGTl2pFloK7ZgclP/dDu8drL+rpib7nf8k+un4pxuQkB26tGPH27Qk3/lFjUNzvcAUc2QQLLKO1K49q9z4/7y/Hb/yip4E16HikmHY5XN7f73KBxgeCjKodQf5w1JhNPnDUcDQ1KJEx7N2uC6CuY9RqcNjwd3+72jpz4+SCpjqidvaWhiUp56tv9ndYZnmnG1zfNCIE1fYsvtgc/pW5bZ9C2ZduL67DwxdU+df595YSoV7l2deXJIZQgQovgVLfj6YVatVw8MafDFDc95ff/6zjivD0WDUtDQUqsOx0VAMCZavi04ekYk9O3B88CgWOUlOOfbgten+TlHw/j5W44xvxhdn+naqezvZxt1S9Ojyum5NGgmx+m9E/u1AHttg93dPm4Op7F/03NAwBM7Z+E2YOiu4/YG1z77i5sPlEfbjOINrRV//THKYsNt3y8t9N6ROjJTuhc6fm5H47h7Y3Bfw8nCKJj1hyt9XIGJbyZMTAZmk4UqsOJxSqE24Swc9nk3HCbQEQhsTrVT8n3SWJ1XJ8cw2QYxhnQ67tNK+kAAGZz+/3tzpxyvtxRij++t61HNtLzKLJgWQbHa1r8botmUSqWZcCCcTtVpcdxfq8PWZZx+4c7ujwm21lmhb7AuWOzQh784+K819cF7ViXTMrBk2ePCNrxogGXMyigBBCMzIrDhNxENNgcmNo/GcP6mZEYo0VCjNYrSwsRPFTZ+/z+1plYsbccz353AO9uOIEKiw1njUjG+Jw4kDsoEQ14OoMatRzW3zsPJnqZVD3XzizAtTMLACgRSZIsQ2+MhV2UYBckOJyfdkGCTZB8ygVJdkb9Kc44TTYRDVYHGm1Cl9Utzh6T1Rv/Yp9n76OLASgdf7uoRFI22QU020W02EVnBJnSRpIso6GxSWlngxGSJMMhSii3WNHiENFil2AVlP1sgojaJgeW7wlcQj8hRttb/6ZqcI3jUMp4dcKxDCTy5lUlPKtMfHU3OpwIP3csGoQ7Fg0CANTU1aPZLjpVAyQIoqfCgKIg4FoXRMmtPNB23SFK+GJ7KYprmiHJMmyChJJa/4OM7fHdnnIA/qOp/7H6KEWQQhmkfOHC0XjhwtEQRAlNdhGCKKHO0gBBlKA3xiiqD862dLWTu0xSFCEEUcLqQ5XYdqLO3V7Hq5u7ZMtrP7XvJJCVYMT8oWk9/Xf7HLctKMSNcwagttmOk5W1sFgFiKxW6fNLMppsAv615hjSzDpoOBZWh4jqRjsOVTR2eFybIOEfq48CUK6VPY8sQgy9PwaVgxVKurvnzh8FDcegqKoZFqvDrd7KOlOV9k+NwbT+yT55tztK+dh2atJf+kh/+zK+J+mgbisNDQ1gAJg8Aq7bS1Pt7zwdCdR2ZF9H/7e/tNftHte54lL50PmbAfXglMUGQZKxdEQGJuQl4ERNizubBscyOH1kPyTEaHxSzbZN59k2ladnqvbu7OfzfTBAg6UBDAOYTObAjxcGxeDOFFaCyTHns+nZ80aCZRjsK7Mo2TQ8VJPnD0lDRpze64fT3jXX3u+uvWuAgf+du3pMAB5iB6ZO08B2ZEeP/p8g/V66koYvNVaLlXfMDsp5idBxwukscOeiQUgz63GoogGNVsF971RUzFmvbG0sw+CcsZmI1fFeKbxd6eCdi52mAG+bFt5zv9Zl399zKO9Nkc7/NrWqYd+3ZAjMBh4xOh4MWrPpeX66Mkf5rKM1Q58yBte6vXUf7/XW4yot6y5nW9dddVz7NjU2gGEYmM0mr2xWgG92K1LKJyKZcouiGrfi1pnISTRGrIpwIPSleyqlD+4eY7LjkWLSobLBvxpie/xy1xxkJxrpe49Q+sXrfcpyEo345/+ND4M16kGWZRyravJyBl08LB1Xz8iHQcPBoOWUTw0Ho47rdJyir/H8BaPw/AWjvMpkWYbVofg6KHMJzk/RW93Ycwzbq56kqB63rSfKMiSnKrLVIcHqENHsnKdvton4dndZt53R391wAgXJMbhmRkEwvpY+jU0Qcd1b3qIgA1Nj8b+rJ1F/PcSocgZgYJoJA9NMWDoiA89/fxBf7SjFyn3KxOCuhxe6U/sSRF+ktM574vyaGQXkMd9HYRkGeg3XpYGB/6w9hoe/6rq6yao7ZiM/OabL+xH+YRgGOl7p1HfkmGmxKNeu2WxGSW0zpv95VQ/OCex6eBFFGntAKePVDccycIjUeGqEc3pjk0No34BnGZj1PMxdDDSobLBhwhMrg2bHuWOzUJDS2ldpOzk8qzAlaOfqK/AciziD4qCtkZQBerO5/f7e+xtP4O5PdwXl3HcsLGydlG8zaZ9u1mPeEFKobA8tzyLNrIcBSluZzWYcrmjE/Bd+dtc53IkDqItrZ+QjKVbnXmcAjM1NIGfQXmBYRixqmx04b5z6A+tku/L7iLb3igsmZEf8s8TGK/d0LR+5qnOhJifBAJO+Aed3klpeDYg2ZezHqI2Oa092vqifPTqdxjVVCOfs4F04IRvJHn0NQh08deYg3PPFAQDAE9/sAwCsvG0mBqSawmlWu/Cic/yU7hWEymEYID/JgMK0yLzWCKIrZCcasem++X633f3JTry/qdinfGRWHEz66OjrqpWUWN/x38x4Q0Qrn4eTXSX1OOOVNT7lBckxeO3SsZQdqQMYhlEcZRF859h3NhzHfZ/tDvpxASDJzzVCeLP7ZD1O/6v3dfG7WQW457QhYbIoulH1UzcvOQZ/vXgM7ILoVIsB3lxThJvnDwyzZQTRezTbW1NFb3tgAakAEl6M7maq1GTqwISdBKMWU/sn4dcj1V3ab+3dc5EZb+glq/oG5BCqTliKElMtreq8RDRj0vMYl5uALcc7Tn8dCMtvmYHB6epXnYh0hmfG9fgY54zJxAsXju65MYQXKd1wtNh43zykmnyVHYjeocUhRZ0DZV/B1eOU6aVBlThEyUdpk1AHruAxDU2SqhKWggBVzSPfHPJaXzoyA1kJfT9dKUEQBOHNuxtO4N7P/AcGJzlT+LIMIMlKxjvZ+SnJMiRJeYcSZRmS7Fx2KvW1p743MS8R8Uaai4xkPH0QXLx++bgwWBKZrDpQgav+vanDOj/cPgv9U2JDZBHRFovVgX+vLQrKsRYMTcMbV5A6blc4XNHg4wy6dEQGbltQGCaLiD4xWv1/U/LcDqGv/XSYHEKJPo1e0xqF886G47hxLv3eiVZGZ8e706XKsoz8e75pt25WggEltS146IyhpKwcJmqbHfhyVzk0Wh1EScbkgsAdQnOTjLhtQSE5g3YA43ZKowkKNaIMNlHbqRGXKiDNDUY3eg2HT66f6lXWZBMw7KHvunScIRlmZMTRsy4UDM+Mc/cjAcAuSCi8/9suHWPpyIxgm0UAiDNqvNrmka/2dDi4OTA1tltOpET3YUBOMaqFAllUDU/OhKpFcN4zSTVHnVBWCHVjdUgAgNsXFOKmeTS3QBChggGNlRHqobrJjuomOwBAy7FYOCwNLMOAZRQhB8ZjmWWV8WCOYcCxDFiGAc8xkCQZFQ02lNW3wC5IOHtsZpj/K6Iz/HXN/7f+OCYXJMGs5zEgNTaq0z2bOgkEnjEwGTmJFGQTTj7cVBxwZiVAEczyup8xSoYrjmVwM/WTu4y/ILM0sx73f7YbV0zJQ35KDAXUhxjVfttFVU3464+H8cnWEq/yH++YjbL6FuVihdIBYVydEzhTC7Ypc13YrrSDrKuOR32CiBQ8U0pf0AdSYhE9w+oQ8c6GE3js68DTxN++oBA3zh1A97YQUdFgxY/7KiDJgE0Q8efl+90Dr13lu1tmYlA6pZQJlFa1n7CaQXQThmFokFSluBVC6eKLetYcqsJl/9rQ5f20PIv3rp2E9DgDBT6EEEGUcOO727B8z6ku7XfDnP44fWQ/ZCcaaUCnF5BlGXXNDpz12locr272WydWx6PRpihwLB6WjucuGEV9/RDDswxaHL5KGkTkY9Ao6cka21GxISIbnmPRbBchSTI5FqoUajZ1wjnbjRxC1Um/OB1K6214/vuD5BBKECGE51h3QARBhALXeALHMa0OyTJQ3+yADGDhsDQsGJoGSZZhFyRUNNjw/d5yvP7zEa/j2EUJX+8sAwC8ccV4LBiaFvL/heg9mu0Cvtl1CgyA5pYWjM02Y2uxxb392e8OuJcfO2s4Lp+cGwYrexdZllHdaFOWAbcariDJkJzKt6IsI86gwfJbZkCUFJXcA+UNuOOjHe7jPH/BKGg4tp2zEN1FlGQ4RAkOUYIgynBIyqfn8l9/POS+TwXKrfMLSWgwyOg1HIqeXuo1L/Tm2mMAgI+2KH59nqIHRO+j2tma697ejIPlvt7d057+sdfOOWNgMuYPSXMrjjFAq/yYc711m9PJ1LXNY3CLgbKhdVvrRqu1BQwAo9HidRxPGIZBUowW0wYkB+k/I9TCsaomr/WJT/4AADj65BIa+O6DnKyz4qJ/70CzXVBSLkDpYAqSBFFSOqJ1zY4uHVPHs+ifGovlu5WJfuX+wriXPe9LXvc0p8M8nNXb1mtbx/NYaKfc5ZzvsqAzW1w0NinXQUy9BFmW3Z1zQElZ4dlZN2g4jMqO79J3FGwWv/QLapyRlD1l0Uur3cu3LShEdqLB6znhFczg8RxiPBvDY73tc6jtM8vly9V2mMrl5CV7lQEtLc2QZcBobPIq938MV7ncTrnvOe2CBIcowy6IWDIyo9M0qK7/i4bZ1AkphKoX1nntidR8fY6XfziEF74/2OvnsQsSzv3bOgDA5ZNzu/UsD1bPmGFcg04yRElyp8ECgAsn5ATpLL3L4YpGzH/hl147/qurjuDVVcpkwXPnj/LZ3pW2YJjAAzna83d07S9KyqCgJLWmL5NkoDDNhOkDI/ddespTP6Cs3tqlfQrTYjF/aJo76PXdDccBePfBPWnbv27bN3TXYdq0X5s+o6uo7bhFIOMgrnP4O57ncf3Z79q3pbkZswuTYPbdHHJSTVos21OJ4Q99B72Gg4bzDlJuG5QMj3XAeyzJcx3w/p48v5/dJ1snaIj2OfbUkg4dpBOMSraMm97bhrmDUxFDju2qgmMZCJKMkY+swO5HFoXbHKIb0CufOnG961H7qZPSelu4TSCIqMQhStDQPB7RQ2RZxupDVahtskOUZDRYHahpduCL7SfBswyyE41OxykZG4/VBP381761GavumI385JigH5sID3d/sgtf7igNqG6zLfSBlBUNVizffQoswyhzfXLrrKJrLti13FreWgYAoqw4dQqijBaH6OP0HCwOlzd2Om8ZzWw5XuMe889JNMKk5xWnTlGCQ5LgEGQIknL/8nT+DNY7x9c3TUeOSXkOm82RMJrYN5FlGRPyE7D9wQUY/ej3XtvuWjwoTFZFL6od5Xzt0nFYfbAScQYNZADNzc2QAej1ekgy8MO+cqzcVxHUc/5yqAq/HKoK6jF7AkXhRBeHKxow/4XVfreJsgw2aNPeRKTw5a5y7C0L7iSfTZDwh3e2BvWYkc77103G5IKkkJ9XECVYBQlvXDEeb649hvpmB9YcDt4zJBQOOZHMm2uLsPquOR3WIXVCdWPUcGiykdKWGnGlD6RrsO+RmxT6lDdvrz+Ot9cfD/l5A+FQRSP+NC/yo+KTY7UhO5dnVHwk8/Ods5GbFJmTF2NzE7CsixHtW0/UYeuJut4xKMKZV5iEf/12crjNwM1z8lGYFos6mwybIMEhSO5AtdYgNqdzMpQJi7YTFJ4BU22DpFwBcK5lq0B9pEBptAkw6TXtbre0KEGW+ckx0DvVQgn1cMApFtAYholJome4U47TO4MqqXfeO5NNoetnEsEj1aSFKMnYfP+CcJtCEFGFKMnu5x9BdJfPt5/ErR+0P/YSq+PBcyx4lkGaWYdyS2sQwIyByZgzKBU2mxUsw8Bg0IMBwLEsOBbuVO+sM/U770z/XlTdhKLqZqSadBicbiZn0D7G/UuHgGcVZ8vPtp3ssG56XOidHS94fR2K2smYE0qyEw24a9FgcGzrNcKxgM0h4WRdC5JjdZjSP/Rz0WqiwSMzy4ma1jY1aDgsHp4ODceA51hoWAYajlWWOQY8y4LnGGg55dNVx3O7hnPt07rOMIBdkGEXJRQkxyA70QiLhYKre5N//nIUjy/b53fb4SdOA08KuiFHtQ6hA1JjMSA11r3uunhd3twXT+yaWsufPt6JDzYXB8/ADjh/XFbrxAC8R/ntDmUwhed5D9U734iGrAQjZhWmhMReIjLIa2fC8tnzRpL8uIqpb3Fg1CMrwm2GFwUpMdDznPu+094QRXsiK57KTu3WCdCB2d/+oqhMfvIcB3io6rCMt3oOyzAYl5eACXmJAZ0rGOwttWDJy72nwNUVjFoO4/MSIcuylyKOP8Um73LGb7l7vR21UQAQBaUzr9F4dy/atrenspHfeu3YpuVZaDkWWp7FVdPy0RmuDDw8DbSpEp5j4BClcJtBdAPXtU1ZsPoOkizD6hCxYGgadj68EI1WAVMDzMxQkBIDBq1R2pIsQ5JlFNe09KrNoeCdDSfwzoYT7W4/fWQGXrlkbAgt8kWUZOg1HNbdPgXXvrsLu8t8s2y0xfWerShrKg5snoN0fYFZz/7U7rY/zhuI2xYUhs6YNrx80RgYNZw7jY4nE/MTe0XhQ838cLAaeXcvw8rbZmJAqilsdqSbdbhqclaHCgNHKhtR22QHwwAajoVBw+GxZfuw+mBlCC2NPjpSBwWA2hblHebxs4bTBL0KyU4wYN2xOrx99cRwm0J0Ec6VVYBeGggi5PAsg0l58Z0+IwmCCC70xCOCQX5ybIfbd5TUt7utM+Gr1XfOQU4YgsGJ8JJq1uPiSTk4//V1HdYLV5rnf181EXOe+ynk56V04sGlySbgyn9v8rttXG4CXrxwdGgNInqFSfn+naJ3PLSQnEHDhGodQoON2RC6r+KjLSWYMygFU/sng2UZcIwSFc2yDGxWK1bsq8Ku0mpoeRaXTMrB2WMyoeM56DUc9BoWOt6Zfoxe2KMKnmPx+FnDcf/nu73K7/x4J84fnx0mq4ieouNZDOtnxp7SyIlIOWdMJm6cG7md3LYBAJFEUqwWGo6BI0x5kh84fSh+Oy0vbM+HSGsbUidUNwzQvlc5EdG4UsZLdA32GRa+shEVDfZu7Xu0sgnzBqe2uZwZDEozQ5JlrD5YCcHDEUDLsdDxLFiW8VDVc6nptX7KaE0D7hlIF0lMzA9dUIo/ZFlG/3u/6fJ+hysaMW9wKoDW23Bhmgk2QfSaOGAYuAM1WMbZXq42AnzbSYbbwTSSGd4vfP0YQZQw4L5v291e3WjDpPxEVDXa0GIX3X0+l/KkKMuQJNmdCsu1LMmKg68Q6V9+N8lPjkFKbGSl5NpZUoff/mczqhopJWs4GZVpQoy2Y9VPlzMaOYOqE1erhfuZS3QdllVCQqU++mzq67gCb8mhlyAIomvQUCfRU4ZkmDClIAnrjlYH/dik3B69xBnaz6rhosHq6DD7Rm+RnxyDG+b0x6ureifNe3vE6smNKpjMeGaVe3lohhkPnjEUSTFapJr1MNN33WcYkRWHoqeXYsyjK1Db7HCXrztSjcXD08NoWfRCV5eT+5YOxX1Lh3ZrX1mWUdfsgOBUUKlssOEP72ztUEVl1YFKrDrQsQpEk13Eq6uOdPiAC7d6CRFaLpuci5xEIz7bdtJLtn1HcR1GZceHzzCi2+g1HJb9cYZPeU8c6/LuXtYjm0iQr/ukmfU49MSSgOu72vmHI5YO03wEymNf78VjX+8FALx/3WRMLqD0BAANtKkVxlNumFAVrNtBKcyGED3CJoiwCRJK6qzddgYFgENPnNan1ewjLRjChSzLaLJ3L6V0tKZviYS27EjJAwCGZ8bhLxeNCZE1kU8ktFl7fLKlJGTOoG9eOR7JsTqwjJK2jHWm+lN8dZTP7ERjwPfiSP5eu4Lr/+gsWM4VRMbSS4Mq0WlYd/A8oT44loFA7wyqhCOHUNVDTz2CIAh1ouM5PPybYVj00mqfbXcuGoSsBAOSY3XIjDcgzayHwU+AXF955yOCR2GaCUVPL0V1bR3G/Xmt3zqfbTuJK6bkhdYwJ3cuGow7Fw3GE8v24o1fjnVp31vnF4LnlPESnnWlelf+thfX4WRNI148dyjSkxN6yXoCAGqaWucXeI6h+es+zvp752HQ/cvd61kJhjBaE92QQ2gQYBgGCTFa93qaWY/Vd83xW1eWZeTf03WVlvZ4+YdD+HpHKZbfMhNaPvom7aKRmYUp4DnGyyH0zFfXYv9ji6HX0AA4ocj2y7KMykYbJj7xQ5f3jzeGPsIr2jl7TBbOHpPV7vbpf/4RJbVdS61L9wNKw6N2WIbaUK24BLZoclC9vPj9Qfzlh0Nd3m/OoBT8eqQaNkHCNdPzcdaYzD7tDBqpTHnqB5TVWwOunxlvwMm6FlwyKQd3nzY4Kp1BI4Emm4Bz//arT/nZYzIxJMMEo5bH2WMyw2AZESh2QcLl/9rQYQq+3mBIhhkZcTSwSkQpMjk1qRmOZUghVKW4HEL7qvo4QRAEQUQyg9JNmDEw2efd89nvDvjUvfu0wfj9rP6hMo1QOY027+DyC8dnwy5KOH1kBuY6swmFE5fAmyBK2FtmAeN8G7SLIsotimBbW15cebDT405+ThmPe+78UThvXPtztUT3+fqm6Tj9r2sAADtL6vHn5fvxp8WDw2wVEUy+2H4SN7+/3e+2/imxoTWGcEMOoSGGYRjcuWiQ305Zdzla1YRL/7keH/1+atCOSUQmLXYRQx5c7lP+6iVjyfmLAADc+dEOfLSlpEfHeOjLPXjoyz3u9W0PLPByeid6nwqLFROf7Lozryd3fbwDK26dFSSL1A1DU4SqhGGYiE8rTPiHcUbbOqgBVcvsQSn4akcpjlY1dWk/zwwI/1xzDP9c4x2xfd3MAhi1HDiGAeuMxOZZJUKbY51lDAPOrW6nKN257uNt08a70o+70pLDlRrbqfampCxvVX87bUQGMuP7vtPUtTMK8KhTMTwQTtYpQSfvbjiBdzec8Nr2x3kDwTEMeM4ZPc94R9K7/lxqhCzDgGGcbSN5po93tZmr/ZRySWpNL+/CVf+MUf2QZo6sNOC9iVHLQcezsAnecv1Kdghl+alv9uGGuQPc3zcD5ft2fe/ucue6XZBQ2+yAjmfdiult1ZtdbQPAqy1ktF5HkwuSMKU/Re53RoNN8JqQe/HCUUg16RFn0ECvUdpXr+EURUOeo6BegggCMjpXgSUiF5ahIDK1wjGkEKp2qOkIgiDUy/LdpwIORJw9KKWXrSH6ElaHt0PoB5uLAQCD002YNyQtHCb5sPVELf6y8hDKLVZF9ZNjMLswpcfiIlqexWjKxtprtPUzqLCEJqsOETqOV7efPXvIg8ux6+GFMOlJlCzUkENoL7O9uA77yyxwZT29+9NdvXKeTUW1vXJcIrLYXlznU7bv0cV+Jf+JvsXB8gYsfNE3BUQoGPPY971+jmtn5OO+pUN7/TyRxFvrivDgF3s6r9hNDpY3Iu/uZb12/ED595UTMCdMkYOuaUGJ8lYTRMjhOQYOUeq8IhGRjMlJwI93zAbgm0bq0a/24s21XUvN4+Ifq48Gxb7u8tyKA9j/2GlhtSEU/HZ6Pn47Pd+rbM2+Elz23x1dPtbL3VCKDRb/WnMM6+6ZF7bzhxqGYXDg8dMgSjJmPrPK7ajrSZNdxDPLgxdcGih/+eEQDjy+mFIyd4KxzXv5zwcqceaYTDRYBThECS0sCxl2pMfpYXMoz0gtzyLOQIOhBNETyB1UvXAsA5He11UJpYxXNxqOJXVXgiAIlWJ1iPj9/7b4lG+8dx5Soyiolgg+24vrcNarm/xue+rb/bhuZkHYg/H2lVlwzmu+2XV2ltR3+VijsuPx2fVT0djYAKB17JvoHTLjDfj5ztmY9exPAIBPtpbg+QtGhdcoIqjoOgl8N5C4XVjo8w6hsizDIcpwiBLsgoSyeiv++uMhCJJSJkoyxucmYkSW2Vm/VUnGtX/rMgAPlQzPchkybnx3Wwj/M2+eOHt42M5NhI4/fbLTp6yuxQ69Rh/2ThjRezyxbC/e+KV7jhdq4Y1fjmH5nlNeZZ6qjgzj4dwnKZOnHMd51IXPLJDnqlHLg+eUI7oUlCYXJOGW+YXuQezewOoQUdlgg4ZjoeEYt+qSDBmr9lf02nkjiav+swmFabHgWBYcC+WTAQZnmPHQGUN71bHANbjNc3R/VCN2QYKW2k61iJIMvhfvr0T4ePCMoXjwDP9BHLIsQ5Rk2J3vXpIMjA1BYEmgOEQZi19aragnwtm/8FBZVPoTLuVFeNXjWAbPXzBatQqjIzPN2HnvDK/BTZcypAzlnmt1iPh+Xznu+tj3nSMc1DTZA2ov9zZ4txkDBtMGJOOmuQPAquh+xLEM1t4918sZ+97Pdvmot4aa8Y+vVPrSLNPmu2Y8vn/le3eplMJZxnrVYbz69ozzmpNlQJRlTOufjAfPGAoNpz71TIOG8xrc/nx7KT7fXhqUY0/KT8TN8wa6f8uev2jP79p3m3upzbp3G3iuNzU1gWGAGIvkfifzN9zQej7Gt6yjbT62+drn9//zs19H9jU1WWHS8Qh0TkcmpzRVIssymu0iapvsMOo4aDmWxsdUBMcy5FCoUsghVN1oOAYOgQI4CYIg1IAkyZj57CqU1PoGjXqyvbgOWp6Flmeh41loOSUrhSsLjzu7C8uguckGjmHgYG1eGXtcmXpc2WGoXx1ddCbu0GwXEaMLr2vRj0GcV91RXIeL/rEet8zOAcsyMDfCmQnJ+5rxzI7kyp7EeF0ndM0EgiBK7vEyom9SVN1+trmLJmTj4a/24H/rW8e3U0w63DJ/IHITYzBtQBJdP72E6h1CD5U34INNxdhfVofiWitsQusEpOuzMwKVVY9kTh/ZL9wmECHgRI2v1PKUp370KSt6emkozCFCwPqj1X3eGdRFcU3HL7TBZlNRLc4Zm4X85JheO8fgB5b32rHVxMHyRp+yrSfqcPqIDEwdkNxr57U6+wBaFToUEEC9VYBJr/qualRiE0QIokzXXh/kh33luPq/m8NtRrcRJRn7TzV0e//XfzqCx85SXyCeLMsY+eQv4Tajy9gEqUftBQAbi2pw7rhMZCUYg2RVaHhzzTE8+vXecJvhRYNVCMl5jlY24ZoZ+chN6r0+em8hSDI+3FyMifmJKLdY0WQTYXOIsAoiHGLPHGY2HKvBJf/cECRLo4vOsqq4JrQu/Md6n21PnTMC2QlGt5Mzy3g7RbNOh2e307PHuuc+nk6tno7tgKcTLeOz3dOflwGDxiY7GAAO1tZhOjyXb6vZwPd5Zd94owYyQpPZpK/xv6snYVR2HIDW35+y7P0bdZUBvr9Nn/26OIHDMuQQqlY0zuDNV1cdxvnjs2DQ8DBqOSTGamGmNIARj45nsepQNQY/8K3yDINyPTbYeq+/l5VgwFu/nej1/ARan6uuZydcwURovadYmuyQAdgYG5JjtTRZTKiWmiYHDlc2d5jVa8bAZLx99aQQWkWogUB8Ha5721c1NFzcuWgQbpgzINxmEF0kJVbnU/bMeSMxZ1AqTHoe+ghQ97thzgD8bmYBhj74HexByE62sagGl/ynJgiWteJ2GmVal9v2sTLi9Pj5zjnQdqKo2Bf4eEsJ7vjIN2vVtAFJuO3D7V7vmJ7vomNzE3D+uCzq96mIp84ZiUfPHI7v95bjD+9s9dq26kAFyi02r7LKBhvu+2w3AOClC0fjrDGZIbM1mlDtLHtRVRM+3XbSncJucFoMBqXGID5Wr0TAcBw0PAMdp0TDaJyfVoeET7eWgGMZaDgWPMdg7qBUzChM6dLAl2e91mVv9QV/ygYylGieygYbdBrOraIzOMOMOIPGJyUjQXhy8PHTcOBUAz7eUoz+qbGwCxKOVzfj7fXHw20a0Qss212Be77sOCXk9AHJGJxuAucciP37z0oq1kd+MwwxOt7rvuQ78cR4b2/T6UI7A/2e6kzwUPpR9vCn3OTvXul7Lp/tfmwGgObmJjAAYmNjff8nj//HhSQDTTYBktyq+ixJMlLN+l51Bg2UG2bmIjvZ7Pc7ZRnf78Dzu2G92pDx+/2xjPcx/bWRd3v4/x2w7bSJa51lgaZGRU3I5Gwb5SgyBEl51nn+mfQaDEo39ep322wTAQBmSsOpSppsAkxhjjglukeNc7Im1aQNtylEkHn4qz3d2u+xM4e5ny+eE46ek30s6/Fscj0D4fEs9NjP8/nGtilnvPbrZH8AkodKpquf4MoM0Vqu1Bufm9DzLzEMdMfPIhhthgDbwbP/0VruZ38wkNF5ewGuzB8y0uP0qnMGBeDXGfT3s/pDr2Gh13AwaDgUVTfhs20nce2MAozMivPpE3fUB3fVaa8f7rm9rQKjz7tD23V41mvj1IbWa8qz/WTIYKCoMMQbtUj2MwmhBlYfqsarq46E2wyiDVInyp/DMmJxz8L+eGqFb9vd8+mu3jIrZPT1gOErJmbCoOHw7Mqj4TZFdVz2r951Mn/zspGYO7zj8e1mu4iKRnuv2kH0DtMLlH7x+5uK8f6m4k7rJ8ZoseLWmap9xvc1/jg7D+uO1UFmODRYBVisAhqsDmw4FlyHCE9Kalsw9/mfe+34webvl4/DomHp4TaD6GPkJhqwrcTSYR3KtkO0hWUZbLxvvleZKMk4ZbECUJxF7YIEhyjBJngLZtkFCaIsQ3LOyUiy8tfU3IIWh9Rrfej3N50gh1AVktdmvnRcbgIWDU1HnDGy5td4jsXBJ07zKiuqakJVow0Mw8Cg4dyZCCSnH47rOpBk+JQ3NjZBkgGdXg9Rgtc14172KmvNkiU5x4zd15errgyP6w54c6238FNZvRVPfrMPD54+VFVZjbpDQju/n7WHqzvc7/1NxZicn4ScJPWN60YzGo7FkhEZfseibnhnK5btKvMpP2t0P8wdkhoK86IS1c6yX/7mBhTXtCAz3oBbFxRi4UBlgCkQR8rrZ/fvbfM6ZWBa7zrBEH0TLc9iRFYcRmTFucvaRhO+ftm4UJtF9BJ7T/mqKrZlzeEq3L6wEGNylIHYe04b0ttmhR2LRekcq8FxfvGwdCzfc6rDOvMGJWFs/4wQWdS7OGMaYDbTM44IDhT8RxCRw8q95V1W875z0SBcPT0/IiLIo5lZz64KuO7iYel4/oJRYU8BFc34S1v96JnDcMWUPJ/yh84YFgKLiEA4ZbHhlk/2hdsMwg+aThTLWYZBRYOtwzr/z95dh7dxZX0A/s2M0MwUx5g4jh1mbhgLW2budktb3PYrM2S3TNt2yykzpoGmSZM0zIyO7diJmW1ZOPP9MZIsWZIt26KRzvs8eSwN6ThjSTP3nnuuVMk5Bi+tPAKYk+/nD0nB4NTAv4/uCZWcwy/7qvwdBnGixo33lc7Io11v8kE0xNOi1HIMSgrHkWrX0wLaqm/To6pZSwmhAULOMvhoc7m/wwho/3BSaS9cweHAk/P9EA0JFslR9p+BqdEqbHpglp+iIVLGsQz6xah7vX9zczOatcZeJYR+cv04pESpoJRx9lPUy1jIaMpsybt2Qjo+NF8jfHvTRMmcz6yEcIeEVnd5u1jb19udD576aGMJzhqehtESLUDgrhmDepfod+7IfpQMGmTevHwU3gQw56W1OFbdkQPz4+7T+HH3aXx2w3hM9uKsoqFKkr085Q0aa2fkJWP744LR6dYPa0JCzXWTs+1Glvy69zTmD6HRq1J3ukmLrSWNLtfPHpwEnZFHfkokCtOiXW5H/OvtK0fj8Z8P4KONJS634SRyQyVJ5v/abooCEUI8jAF9rgWjrkaDD+kXhf2n7O/HhqdH46qJmZQMGgDSY9Uob3BM5lXIWLtpx1RyFvfNH0TJoH7W+bolUiXDBaPT/RMMcVtypAIPzs3F+uImtOtNkHMs5DIWCo6BjGXBsfalUjt/U1o6WXhBwNK9jqPlSe+16YxQyLquWn7V+HQ068XqZSwLsXOTY6GUizMOHa5sdviekwKDScBrq49bn79qnmXJF764dgQm+mgQ5yMLBuLDLafRrBWn4ZNz5lmhWBZyjoGME39ydlWSHa9X9SYeP+w65ZOYQwHnZqWbSBVdd0jVk2fm4fV1ZfjreK3LbV69ZATOGUFT/wWarPgw5CeH43CVmNArYxmEK2VQyVmwDAO9kUddG1Xv7WwAFXkhfTQ2Ixrv2DyvaNJ2OX088Z0/7xgPCdQf8agolcxawc3EC2g3mKDRGVHbqkerzohWnQHXfbTdYb8r39+KO2cPxLjsOEzMiZdMwiDpniAIWH6wxvr8grc34bubJ/kxouCQEOG6PSI+PPhnWGNZBq9dOhK3f7HLbnlOYjg4RqzkCojFYcIUMqgVHLLiw/D42TQIPlituHMazv3vBuwpbwIg3osM6ReNgiAbwBwoJNXiYuIFfL29zG7KJrms65H+hAS7mflJnRJCK/DrXvEmMkIpw0+3TUZuYoS/wiO9dOe3B7scZf/2FaMh66bSCQkM/eO6HsEk5+iG2duoTYIQQvpubFYcnv7bEDz8436Hdb/+c6ofIiLu+uLvE5D9wG8Oy48+vcDJ1sTfbKeKmpOfgHevGe/HaIi7GIbBJWPScOPM/D4f683LPBBQH3i7OoavvLP6MJ5bWQR3xobFhsnx/IXDvR5TV3hewFtri7CtRJyut6ZFhwOnpZeEavHM8uP4dZBvksCGpkXivavHeuRYL188wiPH6Y1gee/tKG3A+W9tdGuAyeCUCDS3G30QFfGGwSkR+PQG8TrlvfUn8PRSx0rZd3y5G3d8uRsRShmi1XKYeAECBHx83Tjkp0j7b13KEiIU1mRQADDyApraDWjq2YQQQe+ja8diei+rWhHizFPLj3e/EfGLzSWNyEoN3apkHMsgQilDhFKGpCiVdXnRswvx/c5y3PvtXrvtX1nVMdBMLedw28wBuGV6LiWHStyW4npUNHdU+R/aj4oReUK02rHIwkMLB+PKECmkUFavQXWz1mF5pFKG1Gg1Hj+7ECnRKid7kmC191STNRkUAHY+OgdRKtfFSEjfSCohtKim1ZoMGq2WY/vDs7ud+omQYJca4/pLslVnxKmGdkoIlaBHFwzEZR/tdrpOJafPPSk5WtnS5fovd1TgycxkH0VDCCGE9N6KA5UOyz68xjMJGMR7nDXIP3kOjbKWgghl8DcMh5LTje3YVlIPxjx9N8OIVQoZm+KhDAPr+s46v5cZwJrs6FhxtJvnrqp5M4BGowEAhIVpXVYydbJbr17PcTtHtgmdnSvoCp3SPW3Xn6jVOH3Nnjpe3YKDFS1Oz5kYf286PZ2nqeYmhiM30fU0dxpNOzacaMB3ux2/jwPN/orW7jfyoXa9CSsPVtq9/wDn57Njnb1e//27fLvZr9C0d7z3nB3XVRzdvb6r1+vu/df5r9T2/dXVe8926rfuGE08dpW7N+U4CWzXT8lGXnIkWnVG3PLZTof1YqWxjuTf+a+sR1Z8GMwFgcAwYtLB8xcMh1pB1z++kB6jQnmjY+c8ESVEKPDnkRqsOVwNAeLnHC8I1seAgIVDUzF1YKJ/AyWSctaQJLyxrtTfYRAnDgbYtWug4FgGF47pjwvH9EdpXRvOeP5Ph23aDSY8v+IIrp+SHRLJbcGsRWs/UOvhRYP9FEnwaNMZ8fpqx8EAz/x2CFqDCf+cNdAPUflORZMW897c5nTdnnIxKXBoejRunTHAx5ERf/rbmxusj2+ZnotImq3MqyT1v2s7svhvI9IoGZSEPEEQ8M32cpfr85IjMC2PGiWkiHUxtVZ6rBp//d9MH0dDeqOsXoOp/1nT7XZD02i6Ia+hqeIljU4fIYFn/THH6SCv/Uhs1Jk9OBnvXT3G1yERN+w82eCw7NGfDuDRnw7QNJ4BqMFmes4f9lThgUVauwodJLAt31+Jmz7d4e8wiA1lD2YWKnx0Odr0Ji9GEzqeXOTbji2jiceAh5b59DVJ12padN1uc6xGTIJtajc4rZxDAt+aw9XW+4GeKqmzT9wvrdPg+inZGJkR64nQSDd+u2UsTmuATzeXor5Njz1lTdAZTeAFsc9BgDhjHwSgRRd6lXxrW/X4aGNJl9t8sbUMx55ZQP2UxG1zBydQQmiAmp0futVB3VXR1PUggvxHluOX26ZgaDpVlZSq/BT7vso2vQnRavqO6wujScCOUsd2WQAhcc2bEqXsdpvnVxzBvMIUDEii4mah4IaPO+4db5iSjfvm932mJdI1SSWE1to0JBl4ShMgoW3NkWpc+2HXDW5XT8ryTTDE4/aecj41XHkDzd0jFZVOSuA7c6yGqmF4G01UIl107ggJLOeO7Icfdp1yui49Vu3jaIi7RqTHuFwXG6bwXSDELbHhHeckVi2DogfJbMT/YsIooSnQGEy829vmJkVgr820VaEoKz4MM/KTwIABy9hUrWUAlhGXxYYpMH1Qovm5+M9aVZMBDO0axEf49vuFYRjkJoajiO6vA4Y7CZ75yeE4UtVGyaASFqXuXfdSYVoU/nPBMIQrOvYPU3JIiqRBML708A/7sd1FkgJxz8AuBiM8emYBrpqYCY5laBplAgC47esDDsviwhV4+4rRAGBXpbzjT6bjb8d+PWO3tnP1886crbddZrud/et3vIrtzAZtbeI1V2RERKd9u3l9m9kQbLfrPHOC7S/HOHl9hmEgmEuUu5phwRWx0m/Hvvr2NoRRdepuLd/f/SwFWiMNrpOyzu/db7aX4YapOf4JJkhEh8mx7/F5OPuNvxzaGq54fwvW3zcD/ePC/BSd9zEMg5LFi/D7wSq8u/4EthbXO91Ob3S/3YZIk7OBhA8upCrEviCZhNDaVh3OMZePXTAkBTefkevniAjxr4LUKAxMiuhyKqaHftiPiTnxyKEp4yXnktFpeHZFkfV5pEqGGYOScOm4DD9GRXpibFYcShYvQtb9S63LpuUlIkolQ0yYHGkxakTKBCwspCq+3kJDRwghxHM+3VzqkAw6Y1AiPrx2nJ8iIu7KefA3h2Ulixf5IRLiDp1NB8oL5w1GDCXtSsqEnHiX769f957GbZ/v8nFERNaDql0/3zbF6fKfdp/CHV/u9lBEga2kToMPN5R0u93TSw91uX5STiw+v3GSh6LqHscy+OOe6S7Xa/RGFDy6wmfxENdT19sa1T8ah6va0KQxIJoS6iVpdGac3ffejtJ6nP/Wpm73O3C6GYte+8th+YfXjMWkAfFQyigxxxfeuXI0NhTV4XRjOxYvO+zvcKCSszh3ZLrNErFlT683QACgkMvN07UDQqdWv47l4mOHxLJODlU2Y7+Lggye8uSvB/Hkrwetz9fdOwMZ8cGb9EG69/FVw3H9p3txoq6j6Ed9mx4XvdP95ybxrrcvGYL5I6L8HUZAu39BPopr27D2aI3LbcZmxfkwIuJp6bH231EFqfSe8JR3rhyNr7aVwWDi8cFfJWg3iG1/U/+zJujbaK94bwv+Ou446xgA7HlsLg0ODEJagwk7ShtwqKIZx6pasaW4zm52iJvOyMX/zR9EA6Z8RDIJofHhCiRGKhEXpsBb5tFShISy5CgVfr/7DByrasGcl9e53K6p3eDDqIin3PdDR+fKijunYVAKTSseDJZcZ58009zs3YZHIqKLSkII6buHf9xvfTxjUCL+NrIfZuYn+TEi0hv/vXwUCtOoQTeQHavqGPA3NjPGf4EQj1s0NBWR18nR3G6wVlRkzdUXLZUXWXP2AmuucsN2uo51Wm3H2YsxnZ86bmVNpBA6BlIJAqDRtEEAEBYWBkHoqKAjdOwIAQIEAbBM3mNZLyZjCDb7dWxrW4nHbrmL1+At25q3f/CHfc5+027pDCZEKPvW/Hn28DREq+Vo1hrtKhrZVjISz01H9SK2U/Ujy/Ywb9Z5vYXd/4f5/4nnxf+Pr7eWYNWRuj79Lr6y8URgVZwLU8iw4s5pOFzZ7FBRC3BdIct2O1eVshyP5bxil9PXsVnXrhE7SMLDw63vFcD8/nTxnrGst7z3Ot6TvXjvCR2fC3bvbwiobdHj5VVH0RM2v4JL3+8RK029vvoYHj6zoEfHJ4FpdGYcfr5tMprbjZBzDDiWgZEXUN+mxy2f7ex2f0vVmGDvGA8U8RFKnD08DYDYMRuoLO2nUVGeu4+xHcDvK2+vK8Kz5w71+euSwBEfrsCP/xiDqKgo/OubPfh2R7m/QyJmyw/WYP6ITH+HEdBUcg4fm/u3NhbV4rJ3t/g5IuJtkwYk+DuEoJEarcads/MAACP6x+LvS7YDAAaHQNKtbTLoh9eMRbhSBpYB0mLUlAwaRPafasKZrzsO+ItSyTC8fwzOG5WOCKUMl0/IoMF/PiaZhFCGYaCWc2jVGf0dCiEB5dudzm8a375iFOYVplAilASV1LZh+aGOC6S0GJouScrOH5WO71y8T4l3Ce70QBFCCHHLvMJkrDhQBQBo1hpxzoh+fo6I9MbApAhkxof7OwzShZRo8do/J17t50iIpzEMgzPyOmYHqGvVobJZi4QIJQD75CnbqledL2ltn3a+3hUE4P2/ivHRxhJPhR3yDCYeR6takB6rRrhS5pCwaWFJtNMZecztYtBuqJg+MPCqAw1KicSglEjUtupQ1ayFIMD6/rPo6Xtv0Wt/0UBsF8oa2rvdpl+0CkW1GgxNj/ZBRMQXyhs0iI9QIjZMgXaDqcefh9FqOe6YNdBL0ZFgJAhiMryJF8ALAky8+EnOCwIE84AK3rxNx4AWAa9eMgLL91d2DL4QOo7FCx0J9S1aA3adbPRIrCYTtVOSDrfOGEAJoQFkRl68v0OQlGHpMU6XZ92/FIeenA+1gpJ9goFGb0SYQjKpRJKRb1MAqqxe08WWwWfygAQoZO7P4kKkwzYZ9J45eQhXyjAxNx75KZGUq+RnkvkUP1bVgpP1GtwzJ8/foRASUO6bl4931p6wW3bh6HTMH5Lqp4hIXyVGKjG6fxR2lImjn4c+vpKmZJWwKydmWhNCs+5fiqsnZuKJc4b4OarQQpeahBDSd29eNgoDHloGANhR2oCs+5di/xPz+lx1jXjfijunYd4rYmf8nJfX4Yu/T8DEXOrsCFTx4eIU8Sfq2lHTqocHCyERLzrdpMX8N7f5OwzihErefWfk97sr8fhv630QjTSo5Cyy4sPN1WthrWhr+5xjGajkHGSsuZotK67jWAbJ4TLcdoZvKizxgoAL39uJYzWh1ZEmBbFuTAE/a1A8imo1LpMKSGB7ftUJfLL1VJ+Pk5ccgbhwBR5YMBjD+8f0PTDiERuP1+Ky96j6W18kRioxrzAZcWEKnDOyH3ISaGBeqKtr0+P8d3eiXmM/mGTh0BSX+zir9N9pg96sEtf3IUHDYBB/B7lc+tXd8hNVATmYKZB93MUAxJdXHcX98/PBstQrI3VyjhL3vOHqD7daH98dAnlPQ/tFY9+pJgBA3sPLrMvDFBw2PzgLUSrpf4+Euk82ldg9/ycN8Asokum9azFXBo12ozGJkFCyt7zRYdldIXABEczClTJ8eOVwtGiNmPzSJgCAjC68JUvTqbI13UQRQgiRImfXIjxVYpYEdadkqNK6NkoIDWC2nXI6I+/HSEhPaA10rgJV589AZ5q1NBuRrSkDEp1OhQ6IU57PLUjBrMFJ5vWMtbKapaKaVtPqs/teQQCKaikZNBANTYvsdpuyBi0AoJmqrEqS1mDq8zG+v2USRmXEeiAa4mkldfTZ2lc1LTp8uvkkAGB3eROWXEfFHkJdZbPOIRkUAB5YMBhKGWt34WVJBGXslpl/mhfaXqd1XLs57tCXYzjLGWUYoKW5BQwDREZGdXl8+2W2xwicZMHm5mZ/hyA510zKwvMrjjhd9791J3Dr9AGUzxEEqC/TO07UtFkfXzgm3Y+R+MZbV4zClH+vcViu0ZtgoHbPoJAeG2Z9PDGH+hwCjWQSQjPixD+k3w9W4aqJWf4NhpAAwjq5cbr185344ZbJfoiGeFKkSoZwBYc2vSkkRgkFq3+bb4zvmp2HO2bTqBhCSPATQEmCwejTzaV2z0sWL/JTJKSnpj3f0ej23c2TMDqTOt0Dmd6mMTQ9RuXHSEhP5CSEYe+DUxHloqSr0cRDb+KhN/LWxDkTL+D9v4pR2aS1Tm0KuK7kI3SxjmEY6xTWG47XosFJR3Ooamo3INZcedeVayak4/a5BXbLBEHANzvKcayqBSZenDpebxTP49qjNahv0/cqnvyUSAztF22edt583WQ7DT2Ao1WtOFThv47pVYequly/4kDX6wFgUk4sPr9xkqdCcoljGex+wP69Z+IF69TBlqmBeZsphT/cUIxTje0268SfRdWtOFzZ4vWYe8K2sJLlb8Zd+SmRyIoPN+8ruHXePOnLHRUYlu264hkAJEWK702DiToCpeiRBQPx/MWjAYjvraKaVry9tgh6I4/aVh02n6jv9hjn/XejwzKaJSkwXDY+A5eNz/DKsQWbDzPLQ8HZOvNPS7JWRGSkw37OnlvaJDof2/b4Qqf9vtp2Es/+drgnv0aPrDtag6z7lwIAjjw9H0oZTaccigpTI7HngSmAIgxvrD6Gd9cXAwCm/scxUYb41vuXD8WsoTQ9h7vClTLkJoajyCaxDQBW3T0NiREqSgaVMI4BTNS07zOVTVpEBnmFzF0nG62P3796DGYNTvZfMMQrxud0VNnedKLOj5EQZySREHq4shnXf7QdMpbBdVOy/R0OIQHF0rhra9fJRpTWtSHTyToiLW16cbT9nrJGDE6lG1Ip2lPWCAB488/jlBBKCAkpgTTan/Tdwz/utz5OiFDCYOJppLgE1bXq/B0C6cbJerFD5bwRXSfREGmRcSxkHIuwTnmJDy4c7J+AumBJunCV3OpPJl6wJkpaEv5MvAAjb/uTh9Ek4JfdZfhlX3Wvh6kwDIOLxvT3XPA91Kw1oE1nhMEoQG8yQW8U0NbWCoZhEB7u2NZT2aTFwz/uB8uap3iHf6u7bTzR4LfX5lhxSntX7pk7yIfRuM/b7z29kcfx6lbrcwGCywTTjiQqcZtvdpRhe0mDNYnWZHnvmSzvPR4GkwCjibe2Y00d0P3Uqx9vEacbv+ebPVh774y+/YLErziWQV5yJF66aITT9fVteox66ne3jrXmSEfiXHfSolXY+MAsd8MkAcKucqDDxzWDdUdrcNUHWzuvCBqDHl6Ov41IwwsXDqdZwUIQwzCIUsvx0KICa0Io8b+f9lZh1lDvJMEHq5V3nYHcB3+zW3akshW5QyP8FBHxhDtnZuPFP+izyVfu+25v0Bf4evD7fdbHlAwanMIU9imHgiBQ32AACfiEUJ4XcOHb4pTJX/1jAkZndt+YREgocTbSKiFCaa2qS4JDvaZ31UeI/8WHK1DXpkdKFFV4IoQQIl1hCg4acwd/basOr/9xDHcHaEIFce3GT3Zgw/0z0S9G7e9QiAuWQX0HKwKrSh0hgYBjGQzpF+3WtsVVjfhlX7WXI/KeKJUcUZ0qhVhms3SWMDg4NQob7p9pt+zrbWW477u9XouRSItCxqIgrXfJpsP7x7i97Y7SBpz/lmPVR2eWXDUcVy3ZQ1PGh4C4cIV1hoE2nRGFj63wyHFPN2nx5prjGJ4egykDEzxyTOJ/lvvOYPbj7tMYlBKFm6fn+jsU4kf5KZEBV508VDW2G/0dguRwLIP3rhqDG5Zsty679fOdAGhWISmjZFDf+vi64K+K36Kjz9dQY+QFyDlKCA0UAZ8Qeu1H29CiNeLC0emUDEqIC69eMgJ3fLnb+ry2VUcftkFiZn4SVh+uRhM1jkvWwqGp+GRzKV65ZIS/QyGEEEJ6beP9MzHiyY6qPgVp7iXkEP978cLhuOebPdbnadE0SCWQWSrvHqlq62ZLQoKfYJ7y23YaWdspXjtXOLStaqgP4SmoLf9vn2wu9XcoJAjYvg9tp1ru/B60PNcZ3E/kUsvF77wGDbV5hZJwpcwuUWTVwSq7ZJKeen7FEYdlF45OB8cy5uqTDIb0i8LE/uKgGy2j7djQtkouY/9cxrGIC+9U2pv4xPwhKXZ/I4FSvXxfeRPOeuMvjx1v+qBEjx2LSBMlgwYOKmTWO7MLknHL9Fz8988iu+XPLD2IhxYV+CkqQgLbmMxYbC8VZ9TYf6oJk3JDZ1ATVY4MTjxvP/UI72oqEuIXAZ8QuvZoDQDgyXOG+DkSQgJTo0ZvlwxqMf35P7HuvhldTpNFAt/qw2JFk0HJkX6OhPSW5dr2eHUrRmXE+jcYQgghpJdiOs1zPH8ITWctFfOGpFgTQqPVcmp4k4gYdcA315AgsnRvhbWaS7CRQkN0U7sBZ76+HmX17f4OhfjJjtJ6nP/WJn+H4VHu/D3nJYVbH5fWtVmrZJPQMrsgGUeeno+txfWoataBAaCSc1hzpBrbS+pRUqfp8TG/2VHu+UD9IDchDJeOz4SzrzIB9gsFQazEev6odLDUH+AVhWlRuH9BPvafagIvCDCZO787kuYBQIDeYIQgCOBkMvx5pMbl8Ra8uh4AsOyOqRic6t9kV+IfShkLnTF0BzEFkik51G/TW/+aOwh5yZG486vd1mXvri/G9VNykEIDkiXFxAf+vXMw2FveZH0cqXScBTaYUZt08Ok8+8M/zsiBUsb5MSLSWcD3MMg5BldMyIRaQX84hHQmCAKOVbc6XXeqsR1/HKrC3ELqrA8Gzy07DBnHQs4ykHEsWEZMNGQYBizDgIH4nGUYjM2Kg0LG+jtkYlbfpgcA/G/dCRhMPCKUMoQrZAhTcjDqtJBzDAZxKqo6QIgT1ARBSOAwdKq0duvnO3HzGbni9QgYsKz5p801CgPx2sRyjQIALGveBox5XwA2z81PrfvbVoXjhY6OTyXHITostBrNeuvjjSXWx03tBuwrbwLLiuek4/zYX1dallvOnfU5YHe+LM14tufLUsHPUikMAhAfoaSBaj3U0G7EgYoWRLUK4FgGHMOANf/k2I5/tlQyel/4i4kXUNemRzu09hUr0ZEo0LHM/NNmodNEDzePY3ss+2WOW3ZU0LTfzvZzIthwbnQ4tOqMaG/WdnxuoSO5Q3zs5P9fcDwvziooWtZ0/r+33b+0TkPJoH2g0ZvAaMUKk3b/792dT9ieu44NOi93en499LdgefzdzlO9+t0DWYkbf9MGU8d/5KebS6mSlMQ0agzQCFrr+8R6HdipaqzdOnQkzVmW8+Z94sOViAtXWPe/emIWrpqYad3u/b+K8cue0374Tf2nqFaDp5ce6tE+ChmLc0b063a7doMJmiYtGKbTZyG6vm7p6prFNknV8Xuv+2sV568LtLa2QQAQoel07C5etzexdX5d+yXisjGZsRidGesYr83vp2lrw7qiBvx+uA7uOFbdSgmhIUIQBJQ3aqHSsRAEUDJoAKEp43uvolkLvZO/5QnP/YFbZ+Ti7jmDrG1OJLBRu533aA0mNLUboNGb7GYzyUwI82NUvre1uB4cC3Asa23flHFiuzPHdtMmbX5u2Ya1NEwLgErBUhKinzy3rONeZU5BMh5YMNiP0RBnAjohVGc0wWAScLSKyuYT4sz0F/5EqYtR0o+eWYA5Bck+joh4S02LDrd/scutbS8d1x/PnTfMyxERd903Lx+/7q3A8epWPPTDfpfb2U6FRAgx38tRRighAcMyjbXF0r0VWLq3wk/RiL68cQIm5MT7NQYpuGpipt1Ump6c5tBdcwqS8e5VY3z+ulKVlxyBo1WtuPTD3T3e95ubJmJsVpzngyJd+r8fD2Pl4Vp/h0E6kbFMt4Mlm9sNmPLyZh9FFDpsKz9604eby/Hy6mKfvBbpmfFZMd1uM+Y/G6yP75id58VoiKf9VVSPW7464O8w/CpKJbOrxJkRF4bh6TEA7Kce7pxa4SohpvNig14cYK5QKF0er/M+iZFKLBqa6kb0wII3t6FeY3BrW+I9X/9jIsZl07V7qHjk16P4eV+1v8MgTqRGK/0dgiQJgoD5r6xDi9Z5Qu2ba4rw5hpxOvnDT82HSk4JWyQ05T+y3Ony5nYDolTBPbA7Wi1HU7t4zXnRO96bFYP62P3j080nrY//d+VoP0ZCXAnohFA5KzbabjheB63BRBcKhHRy6/QBuO+7vU7XPfnrQVw7Ocu3ARGPe/WSEbjjy93W57MHJ1tH1POWSlmCZVS9AJZhcPusgX6Llzia9vwa6+P5hSnQm3jojeI/jd4Ao4nHFROzIQgCjZIkxAa9HwgJPCWLF2HziTpc8r+eJ87EmKsWdlRzEa9nuusgtQz2tVSgZMwlKgenRqIwjaqouCNSJcd3N4zC+e+5Px20nGMQrhSbCwTB9fkCOs6ZswqvlvN147ScPvwGoedfcwfhxk92OCyPDZObR8aLlXY7K0iLoupCfhLjgcqsadEq3DUnz+5zsKMKb8d2He81xmGZrW6PA8bJMkDT3g4GQFiY2m5vZ8kovYnV2cPexup4vI7tNG1tiA9XWD/LXOnpjESzBydh/pBU60tbf0eb39X+/4CxC9NSWbvjse3+zj9PLY/b28UBweHhYdbXgottO//f274WGMf/U7v9bbbVGXm0aI3WSt28tcKfbeVNsU3Csl4JI6YP9E1yS4y6903b0/ISMWdwkvU/ofP/m/3/Tcfybv/P3fhbcLZNu917z/71Lfvb/R31JKbOx+vi74NhnP/unWPq6nVM+nZkx/es2k1EN+9VElicVQJzJT5cgX/NGwS1nLN5n3SqAISOz0Fn1//Wz05n6zrNPHCsqhUavQkCBLvvH51OrAStVNkn/cSoFeBYYPqgJCRHBc7Uts3NzQCAqCjvXNs9tnAg7vj2oFeOLWUJEQr0izFfAzGW2S066oR2vuTqfP86IDECs/NiUFyrweFarbX6FcMwmFuYjBHpMZBxDNRyDjKOZvgKNWFOrjuvnJDZ5bTatteOnZdbH8Pxb9TZtbSr/R3XOV6bd95Xq9WCAaBUqTq9LmO3naUNqPN1jatgbON33Ne936Or96yzfZPUDEZnRHexJXGFYRi8dflo/LT7FNQKDmo5h1WHqlBU0+aw7a6TjZiYS4O6SWi6d94gfLihGLWtervl6bHBXyF096NzcKSqBc8sPYT1x3o2kNpyjW+5ZxCX2c+ayjIM/m9BvsfjJt2b+Nwf1scJEUrq0w1QAd3SwrIMIlUyRCpllAxKiBMXje2P9Fg1Lntvi9P1gtD1jR0JbMdr2uySQWl0i7Sp5Cze7jQ6xtuNu4RIHRUIJSTwjMyIcVg2vH8MFp83FHKOgYxlrVO9mHgB0WHyoB/pLAUDnVRqu2piJi4fnwk5x0DOsdYOl4QIZY8TpIhnFdgkO299cBYiVDJzEgXd3AWqh+cPwM1TM3Dh+7tR26rr1THq2vT4Zke5W52WTtc52dN2ql7L9Nkcy+Cli0YgzZLs0Emw3KM0N7v33SPnWGy8ZyKmv7LFbuo2V1YdqkZNqx4qm8qjls9PwZwQOTIjBvfNz3eort1XUjk3ljh94dzhKZiYHYvFq0qw+nDPKm6tO1oDncEkTjUH+yRLAOB5wMQLOHtEGi4fn+H1z2CpnF93NDe793+17b7JGGuuEqrRGxGmCOiuCmJj5qAE/HnHeEx/1XmbtK26Nj0e+H4fRnW6j2AYBi9eOBxZCZ6tKDwpN8Hp8mB6j3nCjLx4lCxehGatAS1aI0wmAUaeh5EXHKddd9I6Y9mmUWNAg0ZvXfbi70dwwkkikFTUtuodkjV6YkdpA9YdrUZBagTkso5rEYYBvt5Whq+3leG8Uek0s1uIun9uLlYcqkWDTXXeTzaXSrJyYjB9pvry2jUYTRmYgCkDE9Co0ePzrSdx5rA0vPrHMbttfr5tMoaZq2gTEopunTEAt84YAKOJx4CHlvk7HJ9iGAb5KVG4YWpOtwmhK++ahrzkSB9FRvrieHULKpq01udbH5zlx2hIVwK+lYUBcNrmj4kQIiqubcM/PtmOo1WtTtd/cM0YbDpRh0m58dRxKEENGgPOe9e+ilP+I8vw2FmFuHRchp+iIu668O2N2FbSYLdMa+Bx0yc78J8Lh1FiDCGEEMk5Xt2KFq0BW4rrHdYdqWzGnTaDWGw56zy05azqW0q0Cq9cPAIxYYpex0s6HKtqQWW9YwfHr3srsNXmfFqrt7pxzmzP19isODxyZkG30zIT9/2yp8L6+JoPt4kV+QTAJAgw8WJC341Tc3DR2P5+jJLYOlrdhovf3wlTH0az6Iy83XvSm55eehAPLypwWkWypUUHhmGghdZpFUHxuX11QPt19uV/nFU57Gq/zs0XrtZ3dzx38YKAKz/e41YyqMWessYu128vbUBGfDgKUiNhW+2uoxKebXULx+UdFfEY6/81A6CtrR0MwyDSKOu03nwM838E4+I1Ya2y5zwW+0p9jF0cgaq2VY+5b2zt9f7Orms621pSjwFJEZBzDJxVyexcpRCdnjs7t52rIAJAW2s7GAaINMjsj9NFJUQGLs6ZzfvQ1XqnsXbezsvnfmtJo/XxyXoN8lOkn1QSKtoNJreSQW3tPNnosOyJXw7gnrmDwLHigDKOFf/uWIYBZ/5MsqxjGbGAiHUda/PZB/vvC2ffJXojb/dT3LaL76UA/uzrK43ehP+uL8W+ijbwvFgB2sQL5tmozBWhecF67QnAIUkUAE41tvs4cmmoaNahotn1AKFl+yux4+HZCKdCOCHnZH27XTKoxa97K3DB6HQ/RESI59z11W6sOVLjdN0rq44hRi1HYqQSd8/Ng1JGn32BSGsw2T23tD+Rvilv0OCfX+xCm87o9HoqVFz9Qdf37QOSIvDPz3eBZRnIWMauUrQt2xlKLhidjusmZwX1dXugWnGgyvp464OzwNJnRcAK6IRQo4m3dipVNWsDasoOQvztt30VLpNBAeC6j7YDAB45swDXT8n2VVjEQ5x9b2oNPB7/+QAlhEpAXZvzkeTLD1Ti7BFpWDg01ccRESJNQijfIRMSQNYX1ePWrw64XK818DhS1eKx1ztc2YLVh6tx3ijqEOmrVQercMOS7U7X1bfpUe/imqUnDle24KqJmRhII7g9YsuJOvx7+WHr84MVzquV3PfdXpw3qh9NNRkg3t9Y1qdkUF/7bV8lfttX6e8wfOLI0/O77HBs0BhQVKvx+Os+8uN+jx9TKmQsg99uGQtfFIxadtB5p7OnXfK/zT55nWDyy01jMLSbP4LnV52wPqZkUGnZe8oz1/5rjtS4TB6Rok+uH4epAxP9HUa39p1uwZItp/wdRkgb/fQqAMCex+YiWk2FA0LFVzsrnC7/1zd78K9v9vg4GmKRE6/G59eOBF2J9E59mx5Xvr8FB067rrRqW8l/Qk48ZuQn+SI00kO2OXWTcuMpGdRDvtxahl1OBkaFiqZ2A4Y/sbLb7Y5Xu855ceWpXw/imklZ4OhP1eeeX3HE+njNkWpcPJZyVwJVQCeEyjgWi88bhhuWbMfSvRW4jpLaCLH6+9QcnJGXiAaNHle+73xUxXkj++GiMdSRLkXRajmuGt/P2jgXF67A+1ePwZB+0X6OjLhj9T3T0dRuwHvrT+D11ccBALmJ4Xj3qjHISYzwc3SESAMN6iMkcIzuH42UKBUqmztmbphXmAyljINSxkIuY6HgWMhYBjKOxYHTTShvEKtcJUQocd3kLMg5tqPymLnCT+cqV5YKPyo5hwFJEdDojXYVzFjbfelDwi0Tc+Mdlp09PA0qOQs5x0IhE8/b2qM10Bt5sCyDIWnROGt4mliFiWHAskynanKwni+WYRAbJkdajBrtepO1EpplnRSqywUa22nU5uQnID5SjSi1HFEqGSJVckQoZQhTcEiLUaO6RQcZy4Az/7OMohcrbInVs2iEtm/cPSsb0WoZMhKjzFOuCvjzaE23lSSJ92n1fJcJofHhCjx39iCcaNAjWi3HCyuP+jC64GTkBVQ0aZHng+aoi0eloryhHWlxkWBZxq5TgvhXs9bY7TaPLxqIaz7Z64NoiKeN6h+F26dnwQAOvCDgnbUnut8pBMSHK/0dglvGZ8Xgi2tHoNUkw/aSeqw8WAVBEDAtLxEZcWHWKqGW6qCAWDFUgFipyVKZSXzeUUGUF5xsI9hu27Ec5n15h+MBgACe71iuNxggCAJkcjng8Drm14DNazk5pmUbS+V93hwELwjYVFQHm1/Vp5btq8AlVPwhZNwwqT/kHAsdz+CLrWX+DoeYnahrR4vOiBR/ByJR+081dZkManHB6HRcODod43Mc26lIYLC9b95YVOfHSIIHzwu4aXouJuTEo1VnRKNGj/u/32ddv/lEHSYE+XvC0Gk2lgk5cVDIOCg4Bgpzn4JCZv7HcZDLGCjNyzR6E3ITIxChkkHOMeBYsR1bzrGQcwzSY8OcFtgi3hetlqOpXax6TrOiBraATggFgFs/F6dMzk+haiOEWAiCgDOeX4OKJq3LbaQyIpm4dvGoVGtCaH2bHuf+dyPunTcIt84Y4OfIiDveXXcCb6w5bn1eVNOGmS+upXNICCFEch799ahdMihgPy1IV07UtHltCuTi5xZSomEXNHojpr/wp8Pyn/ec7nK/EzVt3W7TU5//fTwm5SZ49JjBqq6tY3rJ3w/X9vl4/zgjBw8sGNzn45CuzXndMkjTedUf4j8qRddVdJu1Rjzwc/AmEb56yQjMHyJ2b1smVradKtnCdtBGXzU3d98h7Cn/99Nh/HGkDvTeCzwRyu6nArVNBm3Xm6BW0PShUvHh5nK8sbbU32FYXTEhAzdOzbUOTmJsByaZB6G1traCARAZGWkd5GQ7XbxlW+sCOH5ehilkQVEt63STFpd+uNthecmmwDmnoWLlwSpKCA0hc17fCqOT7OPND8xCSrS0Zsi0XO9F+aIkvJf58to1GE3LS8TRpxdg5JMr0aY3udwuPVZNyaAS06YzIlwZ8KlEAet0YzsmLV7d5TYNHpi5KdAlRNgPmNp8wjv9BBZLrhuHaXmUH+NtlmRQABiXHefHSEh3Av5TXGcUs8YHp0r/opIQT2EYBtdPycbTSw+53Kakto0SQiWuf6za7vnw/jFYRFONS8ZtMwcgLUaNB3/YZ7f87bVFlBBKCCFEUla6mZSWEKGEiefRoDF0v3EfXTeZZo/ojokXUNOi63Y7Gcs47ZTylLzkCAyi6eTd9tGGErvnadEqGHmx4qTBxMNoEmDkeRjcnJ98wRC6f/CFF88bjHu+d31/TvyH57teH6WSYUR6FHaXB2dH8B1f7vbL63569XBM8UGCwO1nZJkTQkmgiXCj8/i6ien4YFM5AOC11cfwf/PzvR0W8ZALRqTg6x0VqG4NjE7sTzefxKebT3r9dRIjldj20Gyvv463xYcrcP2k/nh/o2OFwkjLe7dT3qurNFh3qgET1164cLi/QyA+9MZFhbjpy/0Oyyc894cfoiG2/rh9PIIgt9Wnqpu1GPes+3+7mfFhXoyGeMKhCvt74pP1GsrP6YP4CAXmFSZ3WVRhQQj0+Z+s0/jstSKUMuQm0SydvnDt5Cx8aG7DHv30Kiy7Yyp9XgSogE4ItUw3AYhVMmLDFX6MhpDAcsPUHMwrTMHU/6xxun5kRqyPIyLe9N3NkzA6k86plKjkHC4bn4HSuja8s65j6qynzhnix6gIIYSQnhuZHoVd3STKvHnZKCwaFvyNWFISqZIjPlyBui5Gm39+w3hMGkCVOwOJeB9XDACIVcuw8YFZ/g2IuGVOfgLeuXQI/vGFYwcv8S+VvOsKoQCw5KrhmPLSJkpq8aA4H7XhZieEYc3t4zHjtS0+eT3iPrUb7707Z2RbE0LvnpPn7ZCIB8WFK/DbLWMx5j8b/B2Kx0WqzF1mgt0PCIKABxcGR9KyUsbijulZeOTsYX0+1vL9Fbjp050eiCo0jXrqdwDAgKQI3HxGLs4fne7niIg3TcqJdZmMTfwnMULh1nULsaeQiVM2uzNYdd29M5BBCaEBr/NsvTS4u2+UMg7vXDkGgFjEq/MsTrdMz/VDVL6n7MHn67c3TcSYLKo2KQWPnVWIx84qRNb9SwEAC15dj5LFi/wcFXEmoBNCj1W3AgAePbMAA5LoS4eQztJj1Xjl4hG486vdDutomiXpe+3PEutjBUc3pFLVbhCnyXji7EKcNTzNZx1jhBBCiKdcMDLFaULoU+cU4sqJWb4PiLjt6klZeOn3o3bLBiVH4odbJyFMEdDNASFLb+qYYm3NnRP8GAnpqYnZsdbGT54XsODV9ThS1eLnqIi7U6DvfXweAKBZa8Cwx1d6MyS/kLEMjj+70Cev5etpN+MjFHYdDwdPN2Pha+t9GgNxVNuqR1oPJi7iBe9VKyfeoZCx1vfesaoWzHl5nZ8j6rndj85BTBi10/XF/CGpHu38rWhqxzUfbENdmx6CIIC3/hPXtwTp4I3j1a2455s9lBAaAu6YnoXC9Djc/fUeu+VSS6KgKeNJTJgCx57puL/4aEMxHv/loN02549Kx4sXUSVkqeh879xuMNGU8R6SlRCOksWLsL2kHhe8vQkAsOG4ezNySd1EJ1Wwdz0yBzFhcrfbawghvRfQn+JacxJNQqTSz5EQEpg+3XISj/zoWIFk+Z1TkZtIJbGlTqPv6Ax+c81xvH3laD9GQ3prbFYclmwqxZ7yRlw9Kcvf4RBCCCE95mxgyqYHZiI1Wu2HaEhPqOX2g8QWDU3Fm5eP8lM0xB0DEsXBsDPy4sFSw6hksSyDFXdNs1t2vLoFs1+SXrKM1BlMPOQ9GGAZpZLbdcivO1qDqz7Y6o3QfMrIC9bKDRbBWn2jIC3K7hzuK2/CWW/85ceIgtd5o/o5VFEEgPxEFTLj3LtOHNYvEntPtdBAaIkbmBxp97577rdDdrPl+MvEnHiwLMAyDAwGIwQAHMdBEICZ+UmIVsv9HSLpJDVa7XAN5c3Es0aNHote+wunGts9fmx3nTeqH84bmY68FOrPCRXnjUpHcpQKl78nVjj/9/lD/RwRIX3XORkUAP41jyrAS819s3Pwn1XiNdykxaux57G5fo4ouNjef+8pb/JjJL7D29wo7n18LqJUdP0drHra/kZ8I6ATQo9WiRVCqUGIEOf+NiLNaUJofor0R+UR4P/m5ODz7acBAMsPVCLr/qX44ZZJ5mkkiVRYOvK/33kKm4vqEB+hhNZgwrHqVvx9Un/8c3qWfwMkhBBCujGvIBH3/njYbtnE51YDABYMScEbl40Cx1LiWiD6+7QcPPPbIevzpfsqsPT+pRiUHIlvbp5IjXABSC4T30trjtahuE6D4UFQcSVU/LKvCg/94roqYX5KJEb0j4GMZSDjGHAsA45lIWPFxzKWAcMAgmD+BwGCTaKV+FgwrxOtPlzt5d9K+txpjNboTbj5vc3YcLwOAMCxDEw2vRYjM2IgZ1mkWxLcBFirlQkwVzY0L6tp0WF7aYM3fhWPS4lW+TsEjyip0+DSFzaizWZQbWeFaeJnaaPGADnHICVahcRIFQRB6Ehk7Py+6/S8uLbNOptVqFFwLB49qwDJUSrMHpzUbSWXnlTa2ntKrKTcqDEglmZUkZSmdgOuWPIX9pY3QcYyMNp8bmbEhWFuQbJ5OlkWvCDAxAvWnysOVHk0lpn5Sbhnbp7dPUlqtNou4TOYqtkFGoOJx3+WH8a764udrmcYwHJmWIYxPxcXsubHDGNeB8C8Cox5WwgCGAAcxwJgYOR5NGoM5uN1OibEz24L2+smjmUwbWAiWMb+2mpwaiTyUyLNywTzMez3FYTOx3T9fWE0isnHpfVa6Iw8WnVdVzX9+9QcDE6lv8tQsam4Af9etRNVTVrrsiWbSnHx2Aw/RkVIz93z9R58t7Pc5XqpVb0lolM2n02vXDLCf4EECUEQcN+3e/HNDtfvlVDS3Wws543shxcvGk6VQyUkMz4MpXUaAMDaIzWYXZDs54hIZwGdEJoRFwYA+GrbScwfkuLnaAgJPJEqOZbdMRULXqWpsIIRwzA4b2Q/fL/rlHXZuf/diANPzKMy/RKycGgKzhmRhsomLfrFqvH9zo7z+e7GMpw7PBnJrBLxEVQNmxBCiPQs218JI8+DY7nuNyYB40hVC+pa9ZQQGoBsZ8w9Vt2G4dn+i4X0zPsby7pcf7iy99PH56dEikkRMCdVmJMehvaLhsHEA+hIhrCwPGbg2JDuqm2dAWAymQCGwalGLRrMyRbuyk0Mx7zCFLukDAPP43/rTsDVbNCXjuuPURmxYBjGmmzRufGftfmdxd9fPPrcwmQoZc6/f3qSkFbVorMmgwKwSwYFgF0nGwEAW0vE5/3j1GDAWJNQYP5pSWoZmNR1hS+t0YSy+p5XIpuQFYNJObFQq8RETus5ZhhMGZCAQSmRPT5mMNh4oqHLZFAAOHDa/u+hxNxhkRKlQpiSs75LbN9nQMffHCAmEuUlR0AQOgZ+9qSfqvPf9aEK305PuuS6cegfF4bshHCfvq67Dle2YGJuvL/DID1wolaDvebKRsZOn5sn6zU4Wa9x2GdAUgQ4hkG+zeeV5fuhtL4NWgPf7esOSIrA73dNo45iH+J5AUa+Y/p2MblXXM4LAmpb9S6TQQH7xEreekHg4sKgp7EJ7h/TxAtYdcizycjJUUpkxIVZE1wtiawsgLxk8e/c8qda1qCx+/5nGODQk/OhktO9dCj5blclTtS02S1796oxfoqGkN7rKhn0oYWDfRgJ8aS8pI57hel5iX6MJDgYecFlMuieR0Oj+upH147FNR9uc2vb73edwgsXDu/RfTbxn9ON7dZkUEAcpEcCT0BnFK08UAkAWHOkxs+REBK44pyMnt9eUh+U036FmspmHYrr2hyWFz62Aq9fOhJnDU/zQ1Skp1p1RjAADlY0O22WXPjWdgDAxvtnIi2Gpt4lxILu+aRPcJX5QSTntM3ocGcGPbwcAPDihcMxpzCZkgwDyOFK18kmM174EwCw8q5p1s5K4n9JkR2DhP71w2HMGZZB05lKwH/XleJEnfemGo1UycRqlOZqhoI5+cFgEnDx2P64drLnMoe9UUHtgQWB3SF4zjs7erR9fkqUuZKrmAgjVgkF4sLkePJvQ7z2PUjV7RztLm/G4t97Py11ZbN4jROtlqMgNcpa4c1cNM763HKeTbyAsVlxuH9BvsenQgvF8/vgz0esjy99dzOKnl1IVecloqZVj6s/2dujfRIiFMiKD7P7PuMF4IrxGZhbSMVA/CHv4WXQG7tPwiWuhStkiFYrrNcEvAAMz4zCdRPTERMd7e/wSID5eV8VVh6utVuWGq2iPgEiOVqD68FYP9062Vqdn0jPki0dBW10Rp4GLfSRnGNx4tmF2HeqCee8ucFu3bHqlpDI5Zg+yDFJcGZ+Es4d2Q+RKhkiVTJEKOVQyznIOAZVLVowYJAUqQRL94YB7ctt9gPj6XwFpoBNCG3RGvDhxhJkJ4TjVSpJTYhL45/9w2HZHV/uxob7Z/ohGuJJP+6ptFYisTWnIBmjM2naeKlo1Bjw4+7TAICtxfWYlBuPEzVtUMlZ6AwmMAwwf0iaXec/IYRImbNKZETaDla4Nz3qPd/sAb6haaECyZYT9d1uM/fldXjvqjE0pUuAqGrW2T1fsrEE/5w10E/REHetPOTdgczbSlxPQf7ELwdxzaQsqpTWS91N4+rM7wddVxcblRmLqyZm9SEi0hN/HqvrfiM3NLUbsOmEe8faW96EKydkIitAK21Kya/7q+2el9a1ISex6wq7JDCU9qLKcW2rHqsOVTssX3e0hu4f/GROQTKW7q3wdxiSdqK2DSdq7Qs6rD1ag/kFiYihfFDSSamTAWS59L1HJEgpcz0wypL09t/LR2Hh0FRfhUQ8pKi2o9pfdbMOGfFhfowmOPxnxRG8vbbIYfkFb2/CnsfmBv0gcGeDj1Yfrsbqw473BbYuHJ2O5y8c7q2wiAfcPScPrVojPtggzhRw+Xub8dkNE/wcFeksYBNCv95eDhMvYFZ+Eoalx/g7HEICSrvehMGPLne5vh+NKJQUnhfww65TqGhqx4+7T+N4tfOki3evGoPh6dFgGAYcy6BRowfLMmAZBpx5ekDWvI5lHKcjI57TpjPivfXFaNUZoNGboNGbsHx/Jdq7GBkJAG9fMQrD+8dYpxdsa20FwwDRUVFo05nAsCZxqkd0TPloOa/WKQjpvBJCCPGx7qZh7Szr/qW4cVoO0mPVaG43wMgLWDg0lapQ+kGE0r1b/huWbMel4zKQHqsGzwuIDVfg0nEZVKXLD7aV2Cfxvvj7UXyzoxzXTMrCgqEpSI2me71ANCU3DifqTnW/oQtPnF2InMRw632CZWyFZbpq670BLNOOivd9MpZBvxg13SP0QbiidxVP/nflaOt5sUwbr5ZzGJ8d/BU+Asnc/AR8sMn1dJXdWXLdOPN7q+M9hk7PWbZjGnmWYZASraLPYg+5fGwaPtt22vqckkGlY2ha76/r3zNPjcyx4puMqoj5z5uXjcKbl4mP61p1uOWzndhS3P2AslD3woXDoZZz5nZa8xTx5nZblmUQK+eRHqPyd5gkAF06Jg3vbrSvpvXwmYFdSZ8QZxiGwbFnFuCjDSVo1hrw+urjDtvc8tlOAMA/Zw7AjdNyEEmzCZEQdcWEDKcJoQBwrCr4q4QqZCz6xahxqrFnA8q+2VGOBo0B8wqTIedYcCwDOcdAxrKQcQzkHAsZy0DGsRAEAVkJ4dbnMnN7Gccy1F7mZQ8uzMfhymZsLKrDhuN1eOD7vfjHtFwaQBtAAjYh9OONJQCAJZtLsbe8CQmRCtw2YyAKqIGAhLB7vt6D73Y6NnTPLUjGyoNVuG3GAMSFK3D+qHQ/REd669sd5bjvu+6nWfr7ku09Oq41QdTcScWZk0dtH1saq6zPWfvkQ0uCKQAcrmwBAFw8pj/yUiLBMuJ0addNzg65MuCvrDqKd9cX93i/mz7d6ZHXt3YKw3niqG3HlWU7xuacWrata9NBa+gYnVWYFoW5BSnQGk04WtkCjmUgABiUHIk7Zg/0+JR4vkKTVhNCSN+cMywZ4WFq3P31HuSnRGJYejSMJgHf73Kd/PS/dfbTt76y6hgUHGu91uAYBizLWK9BOJtrEI7tGOBie83CsQz0Rh5Hqlrsjn3X7DykxqjAMgzmFCQH/cjqnjh/dDr2nWrCRxtLMDYzGv1iw62Vyzv7YutJu+cP/7gfSpnY4ObsfInXmM7Pl2XZ3vImu2OyDPDceUPBMgziwhWYmZ9EDXOdXDUxE3KOxZaiavy0V6xCeLJegyd/PYgnfz0IOWfzf+zivHCczTqGsTsv+041ObzmPXPykBytgkZnRLhShvNGpVMycA8t2drxeXjxmP74antZF1uLSWhZ8eFgGDFxOzZc4e0QiQunGrXWx2cNT8Mve5x/Rr51+SgM6SeW+kqKUkIpo6nzAsETyzo6ny8e0x+/7atAi4uqrzkJ4XjuvKHWaVkTIpRQ9zIhmPSd0cTbJYP+dvtUP0ZDemr1kY4pj1197yVGKvH+1WMQo1bAcrkXH6FAmCJgu6RCxm8HqvHS6mLwAsz/BPC8AKGPDWgXjhb7JCyJ9tbH1stKm+R7Z9tZl3dchzIMYNDrAQBKpdJ+X/N2tsn8jseyXw4A32wvR2Vzx/e/O/42Ig33zB2EmDB5t0lNzc3NPTo2CR0P/3rU+lgt5zC3MBnZlDBBJErOsfj7tBwAwPRBiTj/rU1Ot3t99XEU17bhjctG+TI80gsGk30lx2nPr7E+3vHwbMRH0CyHFoIgiMlvP+xFfase/WLVMJgEGEw8DCYeRpMAvfmxbR+srVum5wZ9MqjFmn9Nx33f7oEAYEBiBPQmHnojD535n97IO81/WXWoCqsOuZ6hpSf+ff5QXDw2wyPHIh1kHIvP/z4BQx5bgVadEV9sLcMXW8tQ/NxCavMPEAF79/2/q0bjy61lqGnVWaetOFmvwa//pMYhEro6fxl+fN04TBuYQB+oEve3kf1Q06pDm7kDNkIpAycYwLEMlEqV2DDHCzAJgrWBjhfEZEzessym8c6yThAs+8C8vOt1Jl68iOUFASbz8YqqW62JoBadG3lbtEbcNSfPl/9lfnf3nEFIiFBCgFhRJkwhg1rBgYFNQ6q5FVU8L+JPwbpO/Nne3g5BABRKpd1+giAmMVof255jAYDNc1fbOTwHsK+8yWkSgMWB0804cNqx0fL3g1VIiVbhigmZXvjf9B7LZ6PQ1xZtQgghOG9UOs7rNOjopYtHWB8bTbxdY47WYML/1p3AZ1vEJMN5hcnITogQr0Es1zXmnybe5nrEutx8/cMLKK3X4GCF6061l1cdtXsepZLh97vPQHIUVWUBgMfPLsTd0/sDAKKiovDKJSMBiN+POiMPnYGHzmjC8ZpW3P3VHlQ2axEfrsCFY/p3eb7sl1muJwWsOOC6oY4XgP/7bp/dsmsmZeHxswu99x8gMQzD4LLxGThzcAyeOjMPYeERWHu0Btd/vB3njEhDWoza+t5wdl6MNufCup4X0KDRu5x2/MXf7d9DAoCLxvT3wW8bPNKilTjdpMPH143DGXmJ+PcFw/wdEnFTuTkhdMqABLx+6Ui8fulIP0dEeqJ/jAqHKlutU1LSe086bCvQ//mv6VRBRGJON+kAdHSs0ntPWtYcrUN1ix6Xj8+wm5GIZcQZqX4/VAUIloHmgMEkID1WbW3XNJnbHU3m60y1gsOH14xF/zjvTCtrSbCMivJMsZh75g7yyHEI6SlLZfq7ZufhnzMHhFyRDRK87vpqT5frH15U4KNISF90HtxvMWVAAsLdnIEoVPyytwK3f7HL+vxolTjzZ0KEErPykyCXiZUsFTKxWuW+U004VNGCly4ajskDEkJuELZCxlrbo1158aLh5n4FE0y8AINJgJEXk2sNJh5GXoDRJOC1P45h+YHKHsew4XgddpY2YltxLQQAabFhiAlTwGDkkRipxMOLCmjAaB/sf2IePtpQjMd/OQgAyH7gNyy9fQoK06L9HBkJ2E/v/JQoa6fQX8dWoqndgFEZsX6OihD/+vf5Q+06UEtq23BGXqIfIyKeoJCxuHXGALtlnm7ockdtqw6ldW3gBUBv5KHRm7qsSnrVxEwwAG6enuuzGAOFWsHhH2f0/ff21nneXlKPsgaNeMFsEmDieehNAj7fctJh2zAFB41NR8z8whRUNGuxp6zRuiwzPgyXjpPeyKnQuqUihBD/knEsZByLMJsid8+cOxTPnDu0z8f+cEMxnjA3JrijWWvE4coWSgjtBsMwUMk5qOQcADmSolTY/OCsPh3TaOIx4KFlPdrno40llBDaBRnHYtbgZJQsXtSn4yzdW+EyIbSz+77di1n5SVT9oQc4lsGiwkS6P5ew22cN9HcIpJdy4tVYODTV32GQHrKMbf/XrGxKBpWwc0b083cIpBcUMhYqOYun/zaECk0Q4kMMxOuWO2bTdScJLl/cOAGv/H4UseEK1LfpUdeqw5ojNdb1NyzZRgW/JCApsqMN6M7ZA3Hn7NAqBNQTs/KTMCk3HhuL6uyW17bqsPj8oXR91UsKmZhE25V/XzAMqTEq7DrZiN02/djd+bnTbDDFdfZT2H+25STUcg4z85OQGKnELdNzEReuoGnne+Caydn4aGMJSuo0AIBFr/2FmDA5TCYBUwYm4L75+VQZ3Q8CNiHU1pjMWPxxuBpLNpXiojH9MSApwtxpRUhouXhsBt7/q9g60uSxnw/gi60nsfzOaX6OjEhJo0aPf3yyA1uK6wEAadEq6Iw86tr0Xe7X105o4nm9Sbro7OCT8z0UTeCi+qCEECIte8oacc6bG/p0jKs/2IoPrx2LGYOSPBQVceWitzdha0l9n46Rdf9SHH5qPt3n95FGb8R93+7F0aoWsRGVExtSBQHWa3936U3Op7QirtE1JyGEuI+61Ajxn+RIJbQGHvtONWFYeoy/wyGEECJx/WLUeP7C4Xjg+334dofjtM//mBZ6RWWkaKRNYbb+sd6p+h0swpUyfP73CShv0GDKv9fYrct+4DcAgErOYtkd0ygBzsOi1XI8dpb7hQUsM2kaTDzyH1ne5bbtBhOW7hNnrv5oY0mX2+5/Yh4iqHKugz/vnQGjicesl9aiTWdCbas4s8Sy/ZVYtr8Sswcn472rx/g5ytAiib/Si8f2xx+HqwEAZ77+F1hGnGquIDUKS2+fQlnZJKTcMCUH93231/q883TehHRnT3mTXYfw6SZtt/t8e9NEb4ZEeskTHfVZ9y91WHbeqH544YLh0p+2xhw+zRgvXXTuCAk9Gr0R13+8zSPHSotWe+Q4xLUdpfV9TgYFgOH9Y0JuuiRv2FnaiF/3VvR6//NHpePFi4Z7MKLQQX+90ifQhadk0ZmTNjp/hPheZbPYMVvX2nVxAEIIIcRd647W4IutjjPUAUBMmBybT9RhfHYc5XQEsAFJEdbHDRq6RnBHemwY3r5iFG76dKfDOq2Bx6wX/8SJ56jYkj8xDAOOATiWQ8niRfhg7RE8uex4n44ZqZJBztFnmSsyjsXae2dYn+uNPPIeFotbrTpUhaZ2A6LVcn+FF3IkkRA6tzAFxc8tRFFNK654bysqm8XkpYMVzeAFgN5vJJTonCSACYJAF9HEbWfkJWLv43NR2aRFbYsOOhOPTzaVYrU58d6Z9cdqMSYrzodREneEKWQofm4hTjW2w2ASoNEb0aQx4LL3tvTpuN/vPIXF5w2DQuKJGdKOntD3GiGh6alfD6G2Dx2TShmLPY/NpUqTPqA1mHD+W5v6dIxXLxlBU4160JSBCfjr/5b/4JIAAQAASURBVGY4VCdw15nDacplEnos15yUlCZNdMsgXZb3HJ1CQvxn8oAEf4dASMiha04SrJZsKnG57sr3t1of73xkDuLCFT6IiPTFqkNVuGFqjr/DkAS+iw/2Vy4Z6btAiFuqzAOj+qJFa8Sgh5fj1UtGQMay5mnlxXX2Y40FJ8ts19iv02jEqdZV6lYn2zkexLJIsLm6sC6z2dz2GLx5xd9G9oNS5r3+E4OJR0WjFj/uPoVDFc126ygZ1LckkRAKiA20/11TZE0GBYBPrx9PVURIyHnkx/0Oy3RGnjq9SY9EqeSIUsmRlxwJAJgxKAl1rTqMfnqV0+1f/eMYXv3jGABg/X0z0D+OpgsIFAzDIL3T9A2/3zUNS/dV4JVVx7rdf1x2HN65YjRYhoGMYxCm4IIuEU+gpjZCfCrIPkKIjz2wMB/Rajma2g0uKwu4khKlwqc3jKPrYh9RyTl8cv04rDtag/XHans8c8HjZxXgrGFpXooudKXHhuG7myfh6g+2olVndGuf3++ahoHm+wJCQo2lUZ2lCxhCfMrSQRVs7Q+ESMHJhnZ/h0BISKKvPBLM3r1qDJq1Rqw6WIV7vtnjcruqZi0lhErAxBwaNOKOx38+4HJq8ZvOyMXZw6nd05/eWH0ML6w86rXj3/Hlbq8d29uOVbXi4TML+nwcnhewvbQBbXojGtr0WHu0Bj/tPu2wXWq0Cq06I774+4Q+vybpGckkhAJAab3G7vkV72/BffMH4ZbpA/wUESG+pdHbd+i9fulIjMqMpU5v4hHxEUqULBZL1y98dT0OdhqxYTH1P2tw5rBUjMuOQ22LDqMyYzF9UJIvQyXdGJgciTuTIzEgKQK3fb6ry22H9ovG51tPwmDiwUAcxcQLAjLiwnDmsDQoZKyPovY8a8cS5YMSQohkRKnkuH9BPo5VtfQ4IbSyWYvZL63D97dMwqiMWC9FSGxNHZiIqQMTcceXu3qeEPrLQXy9vRwfXzcOiZFKL0UYmkZnxuKiMf3xwYZit7af8/I6XDEhA3MKUiAIAgQBGJ0ViygVjdjuCZpxXJqsVQqpg16y6L0nUXTeCPGbE7ViPxsVWyGEEOIJa4/W4KEf9uHC0f3x8ir75KvpgxKRGKHEo2cVIJLaGAIab1Pq8uVVR3HH7IF+jCZwHTjdhF0nG/HzntPYWlzvsP6Vi0dgdGYsFVbygkaNHisPVFmvYRnG/A+MXZsOwzBgAOwua/JPoC7MK0wGIMYLdLRDWX4aDEYwAORyud1UGpaHtoMpO5bZP7fdzu5K3/yEY8TCULf34v198HQzalt10OiNqGvTo7ZF7/CZb8EywOLzhyE+XIHJAxIol8mPAj4hdNXBKpTWa9CmM2JHaYPD+g/+KqGEUBIyCh5dYX181cRMnEUjS4ibBEFAXZse93y9B7WtYjl0hhGroOQkhCMlWg2jiYfBxENvElCYFoW85Aj86GQUBwD8urcCv+6tsD7f9cgcxNKoPo97688ivPz7UShkrNg5D7GzS4AABgwUMhYylkF2QjjSY9UwCWIyJ8+LZd95AZiVn4Q95U3W897Z+3+5ThTITgjHSAkn1FCzNiGESEdFUzumP/8ndEYeABAXrsDCoSkw8QJWHKjq0bHO++9GfHr9eEwZSKPZveXnPadx+xcdg06mDkzA/MIUaAwmrDta4/ZxDlY0Y+wzq1D07ELqkO4lrcGEb7aXoVVnQnFtK5raDYiPUEIQgPNHpcPE8/h1bwWMXc1hBeDTzSfx6eaOJOychHCs/td0L0cfPKjCnXRRMqG00TtPuiwzedA5JMT3ClMjsaWkEfVtehqYRQghpNdWHKjEPz7ZYX1umxg0OjMWCo6F3sijQaPH+mO1mJaXiPAgnKEuWHQ+LTwvgKW2OjtGE49Fr/3lsHxAUgTiwhUoqm7FgdNNWDg01Q/RBb8r3t+C/aecF7MKdNMHJSI7IQKAYxIny4gJrTqdDgwApVIJMIyTpE+bRNjO6xgGSZFKXDA63SufsceqWrDwtfUu1y8alooz8hKRlxyJrPgwRKvl9FkfIAI2IXTlgUrcaHMRYevuOXm4cEw6YsMUlE1MQoqMZawdeUs2lWLJplI8vGgwzh+VTsl4IWbAg79126nrrr3lrkfIpESpEBMmh5xjIeMY7DrZaLf+0nH9sWhoGv39uaG2VYcxT6/q1b56E+90ebvBBACoa9Nju5NBE+7gWAYmm7+lnIRwLBiaguHpMRjRP6ZXxww01MdLCCGBI+v+pW5tV9+mx2/7Knv1GvMKkzE6U7oDGgKJu+dr/bHaXr/Gk+cUgtqXe6ar9pK+mpATB4WMw33zBnnl+IQEmnCF2K7YqjV2syUhxJMsbfoac7sGkRbq25O2LSWNAICxz6zCrPwkvH/NWP8GREiIaDfwMJiopZpImyAI+HTLSaw8UIktJxyrI1p0LvK16lA1AOBvI9LwyiUjvRoj6Z2/L7FvZ9IaTQhTBGwqkV/IOBbvXjUGf1+y3bosTMHheHWr9fm764vx7vqOQjyDkiOx4q5pPo0zWL1+6SgseHUdtAbnfeaB7M8jNfjziPtFFHorUiXD/CGeT0jOTYzAffMH4Z21J6xFqQQAGr14P790bwWW2hQSk7EM4sIViI9QIj5cgfgIBeLDlYiPUCBKJcMl4zIg56Q7Q6mUBOyneJS6o2z4B9eMwZQBiZKetpYQTzj69AK8+scxvPrHMeuyp5cewobjtfjw2nF+jIz42tD0aIfkTG+obNbiyomZyE2MQFZCGPJTorz+msFKLeeQEReGk/Uarxw/OUoJEw+XlUBdMfECHl40GDPyk5CbGOGV2PzFOmM8tbMRQkhIWXGgCoMfXY4wBYeDT873dzikG4/+dACP/nQAd83Oo+mo3OTNtpHNJ+qhlLEY0i/aa69BSCAxmAffUUM0Ib5luU/nKLOQEL9q1dGACEJ8hadGahIE2vQmPPLj/l7vf8m4DA9GQzzpyomZWHWoY5amu77ajXeuHOPHiALTnIJklCxeZLesskmLOS+vRYuTgaZHqlqw8kAl5ham+CrEoJWdEI7DTy3o9f5GE497v96JZQdqoDV6Jql0Qk4cZg9Ots7uCXTc61q+9Z2tEx8LNusBrVYLAFAolQ7HsCwQYHt8+2MmR6kwt8A7f2csy+CW6QMcZu42mHg0tOlR26pHfZsedW0682Md6lrF5XVtOpSVaVBa15Ef0dRuwG0zqR/AFwI2IXRCTjyG9ovGvlNN+OtYHWbmJ/s7JEL8jmUZ/G1kP2wtrsemE3XW5Y+eVejHqIg//HDL5D7t36w1YNjjK93a9vkVR6yPdz4yB3FUDbRXwpUyrLtvht2y5maxtH1UlGcSbetadRjdiyqkTy89hKeXHnK4iQkWAtUIlSw6c4QEH3e/a95cc9zuGqQ3bpyW06f9ifvny91Kol2ZPCC+z8cIFdMHJbl9biYvXo1Tje09Or7OQ42ioYauW6TJUqRJxlFSmiQxDL33JMpk7rWi9x4hvjcyPQrHazXY9/g8f4dCSEhRyVgoqfARkbgIpQzvXTUGN9hUSOyJCTnU9hOoYmyKtQHAAwsG+ykSaalq1uLfyw9jQk48fj9Y5XSbCGXApmQFLZ3RhPfWF1v7F6YMSADLMhBMRo8lgwLAkuvGe2zgvqdzBnxBzrFIilIhKUrlsK5Ro8eNS3bAaBLskkEB4IoJmb4KMeQF5KePzmjCsapW7DslTmO8/5Tr6YwJCTUzXvjT7vm0vERkxYf5JxgiWVEqOYqeXYi6Vh10Rh4/7DqFl34/6nL7OQXJmFOQTMmgAWJrcT3WHBGn2OAFAYIApEWr8PgvB90+xhUTMsCAAccyYBkG543q561w/YahSiOSRmePkNB2y/RcnDuyHyYtXt3rY7yy6hguHZeBZCcNEsSzDj45D2sO1+DWz3f2+hgfbizBmKw4D0ZFyuo1PU4GBYD/Xj7KC9EEN0EQ6NpF4uj8EeJbAlVJI8Rv1AoOMpa++QghhPTc8epWLNtf2ev9Ow8oPvL0fChlXF/DIh7w+ZaT1sdPnF2IrIRwP0YjHY/9dADLD7h+Tyy/cyrNvukHn2wqtSs28dfxWo8cd3RmLL68cQLNMuOGb3eUY2tJvdN1D/+4H29cRu3PvhBwCaEtWgOGdqpal5cSgaV7K7BoWKqfoiIkcPx2+1QsfG299fm6ozV+jIZI2bqjNbj2o21ubduo0ePn3afx0+5TqG8z4I3LRgbd9OJSIQgCLnpnU5+Ps+pgNSqbtdbnH2woRqRKhvTYMLAMwDIMGEYsNW/iBdwwNRvnjUrv8+v6A/UzEeIf9N4jfcEwjEcSOe/6ajcy48Ng4gXwArBoWCpmDEryQITEVphChm0uGnjctXRvBeLC9sPI8+B5sXLYuSP7YfKABA9FGXp62zh5y2c7cdn4jG4T5BgG4vtqaGrInycBAOVVSBMlpRHiHzJW/I4y8fQeJMTXNp5ooCqFhBBCeqy0rg2zX1rr0WMWVbehII2S5QLBRWPT8dX2MgDAYz8fwOdbToIXBNwyIxfnjpRm36CntemMePSnAzjd2G43k2tXKOHZP66elIUwhQwcC6gVMuiNPHRGE5pbNdAZeTCcAnqTCToDD52Rx2/7KlDXpu/2uDtKG2Aw8ZQQ6obrJmcjTCFDZVM7Vh+pxv5TzdZ1v+6twBuX+TG4EBJwCaFhChmun5KN9/8qti77dPNJfLr5JO79lsPApAgkRCgxKCUSZ49Io4x6ElIEQbBLBgWAeYXJVAWP9MqI/jEoTIvCgdPN3W67raTB7vmsF9eCYxmYeAHnj0rHixcN91aYpBOGYbD4vKG4//t9DuvmF6aA4xjIWAYKjoWMY1HTosPGolooZKy5w0WAiRfskkEtWrRGHKpw/vdw99d7JJcQavlkpO4lQnyLrkqIp3Asg/9dORo3frKj18fYWFSHjUUdDXTf7ih3e6pt0jP3zM3D6cZ2rHQxPZI7PtlcaveczlffpET3PqnatjKEO9uG+nniBapOL3V0/gghhISKhHA5olQB1zVICCEkwPWPDcPdc/K6nG2wJ764dgQlgwaQlGi13fMjVS0AgLu+2kMJoWbL91fiu53lbm//6z+nIJsqrXoUzwv4ec9prDsmFkxjwGDdsRrUtOgAADkJ4VDKOWvhI5YR23ssP41GI3gBYFkWJkEAz4szccaEyd1KCAUoyddCazDh6+1l+HHXKeSnRqGhTY/6Nj2a2g1o0OjRqDFAZ+Qd9vvx1skoSKXPfl8JuLs+jmXwyJkFeOTMAuuyfeVNeG31MajlHBrbDShr0OCPw9X4759F6BejxqnGdpw7PBmPLBjox8gJ8b7z39po93xcVhweO6vQT9EQqYsNV+CX26bglT+O4dvtZVgwNBUxajkYBtAbeWw6UeeQCGrLUsXhu53llBDqZTqjCR9uKEFdqw5GXoDRJODC0elo0xuhNYijmuLDlUiKVMLIiwmfRp6H0cRj1SExKUOjN/XoNW+dkYs5BSlgIH43Z8SHeeE38y7q0yWEkMAnCAJ2lTXiVEM7/u+7vT3+vnLmnzMHIEwhg5xjIOdYyDgGHMOAZRmMzoz1QNShS2swYWdpA9Yfr8Vbfxb1+Xg5ieE4f1Q6WIZxPF8Mg3HZNIV8dw5XNqO+VY8PNhRjS3E9/jEtB+FKGYwmAQbesdGtK0+eUwjWfAHV7YAaS1VFhsGk3PieB04IIZ5AFV4lS28Sv6Oosoq00VtQmgYmhaOx3ejvMAgJOfSRSaSOZRncPmsgbp0xAJuK6mASBPx72WEcdFFkpCsLChIxKJlmIQwkDZ2S4c4clorbZg5Avxi1iz1Cz3mj+uHFlUdwusmx4E5n54xIo6S3XtLojbj9i11Ydai6x/ueqG3rdptJObFQyGXmhFHGmjw6KCUSLMPAaBKwtaQe9U4SRC8YnR7SBVHu+HIXftp92mH53vImZCeEIzZMgYy4MAxLj0ZsmALRYXLEhimQEq3CqIxYRKvlfog6tAVcQqgzQ9Oj8e5VY+yW7S1vxCM/HcCeskYAwA97qrChqAFbH57jhwgJ8Y2dJxutj9+6fBQWDE31XzBEsurb9Bj11O8Oy20rM3fnlYtHYGx2HOQsgyj68va6TzefxOJlh736GqvunobESBWUMhYKjgUbRHNe0jSQhBASmJ769WCPrj+cuWt2Hu6YTQMDfWH+K+twuLKlT8c48MQ8hCsl0QwR8CqbtJjw3B8Oy19Y6X6ljpvOyMWdswdCJaeR7SR0We4UaDCZNAmg6vSEENJTm4obAYjtZVQhmxDforccCQYcy2DKwAQAwBl5iRAEAW16E5raDWhuN2DBq+u7OQKw7GANlh2ssT7/7fapVC3UzzrPMvPr3gpcPj6TZuu1YeQFpMaou00IfeysAlw7OdtHUQWX7SX1uODtTV59jY0nnBfDYhjg0+vHY/KABK++vpStOew8STc9Vg21gsPWkno8c+4QXD4+08eREVck2xOTGRfuMAQ1I45GKJDg9uDCfDz7m5gU9pW5oiMhPaWQsUiNVqHCjRFMnb100XDJTRseDK6amIkwBYcWrQEfbijp1bnrzuyX1gXdVJ/WKeMpH5QQQgKSJ/pBXl51FC+vOop75uThn7MoMdSbPNFZXPjYCgDA1odmISmy99OZE0DO9f18vL22CG+vLUJatAobH5jlgagIkS7qm5cmhmGo2pZEWcagWmafIYT4niBQchohhJC+YxgGEUoZIpQy9ItRW/uZdp1swLn/3djN3qKqFi0KQImH/nSyXuOwbHdZIybSrDBWco7FdzdPAs8LyHnwN5fbPfHLQUoI7aXM+HDrDNG20mPViFDKIOMYnKzToFnr+Wr3ggB8ta2MEkK7sPfxedDojSiqbsOpxnZUNWtR0aTF1uI6a2G7h37YTwmhAUSSCaHlDRpM+fcah+XbTzbh8Z8P4NEzC4KqshkhFinRHUnPfx6pwZ6yRgzvH+O/gIjkCIIAlYzFn/dOB88DJkHAV9vK8NSvB93a/+6v9+CNNcfB8wJMggCTSbBOUW4SBGTGh+OVi0cgOyHcy79JaOB5Abwg/vvbiH7gBQGXjMswL4d1aniN3oQr39vi1jQFXcm6f6nLdf1i1OAFAYIACOh4fb2Rh8HEI1Ilx4dXDEVmAA3OoCoHhBAS2B4+swAPLByMWz/bieUHKvt0rBd/P4r/rT+BP+45gxINvWTZHVNR16rD6KdX9flY4575A/fNH4SbpuXSvXsvxUcorZ0sf3tzA3abZ0/pjdNNWmTdvxSDkiPx/S2TqIprL1BFekL8QxAE0NeINPHijPGQ0QkkxOdSo5RQyIJrdiBCCCGBQxAE6Iw8/r5ku1vbv3/1GMwYlOTlqEh39jppV6pu0eJ/64oQo1ZAIWMh51jIOQYK80yDchkLQEykEwQBaTFq9I8L83HkvvXF1pP4afcpf4cRlARBwN7yRtw6YwD0RhM4jhXzEcx95ZZ8hOdXHPFaDD/vOY2f93RMiU7Vix2FKWQYmh6N5CglHv3pAE43taO6WWe3zdO/HsTDZxb4KUJiS3Kt/MeqWjDn5XUu13+0sQRx4QpMGZiA1GgVUqMDJzGFkL56b/0Ju+c3f7oDf9wzHWoFTfFHOrTrTRj86HKvHf9ETZvLdY2aRvx1rIYSQt1U06rHrNe2+DsMt3QejdWZrlWHzcUNAZUQSqSPkisICS47Sutx/lvem/KlRWvEuGfEKbSH9IsCxzBQyTncPD0XEUoZ8lOjEEGJbm7bW96Is9/Y4LXj/2f5Efxn+REkRymRHKUCAyA1Wo2rJ2VBzjEY0i+apjJ3YufJBpznZoWNnjpS1YKbP9uJy8ZloN1gBMswmJSbgMRIpVdeL9jQWCRCCOkB82cm3fER4nsV5g7bhjY9YsMVfo6GEEKI1AiCAINJgN7Ew2DkoTfx0Jt/znpxbY+PlxlP/YmB4JrJ2TirIBaLVxbhm13iwP2vt5WhTW/q9TEfXjQYN0zN8VSIAeGB7/e5td3W4nqMy47zcjTB5cfdp3DXV3v8HYadDzcUI0otx/t/FQMAZgxKxH3z8zE4lZJEl2wqdVnk472/ivHNjnJEKGWIVIn/xMdyRKvliAtXoH9cGPKSIzAsPca3gYcYyfWGyTi2221e+v0oXvr9qMNytZzDyIwYvH3laESp5N4IjxCv+vSG8fh2ezmeX3EE7QYTTjdp8fX2Mlw9KcvfoZEAwrJAdkI4imtdJ26664Yp2RiaHg2WYcCxDFiGgVLOQiljoZRxUMpYqOTmx+af0Wr6fHVXhJJDYWoEDlS0+jsUq59vmwyWEc81y6LjMQPr3wFjfiznWOtIQI5loNUEzu9hi3IKpYlyKggJPnI37uU8Zf+pZuvjLcX11scsA+x5bC4i6X6wW746X1XNOlSZO6X3lDc5NCRtf3g2EiIoIdHC220Z647WYN3Rmi63SYhQ4JubJtEgsE7ompMQQtxnSaKnQYCE+A9Lo1kIISQk6Yw83ttYhuJ6HdoNJugMPLRGE9r1JrTqjBAE8VrN8i1hEsSZ4sTZ4sRE0N5af98M9I8LQ3Oz2G4XFUVJVYFEzrF4ZMFAPH/xaADitXpRTStmv+S6WFtXnl56CE8vPYT9T8wLmkH6G++fieX7K/FkNzNvfrujDKMyYtzKbSKihUNTcayqFbWtOihkLDYV1aGopg1D+0UjSi0zVwoVP5sYxlKZVvyMEmfbFP9meUGAie94zAsdM3I2avQw8QIM5hkw+W5uR7/ZUW73fM2RGqw5Irab7ns8tPsY7pw9EDMHJ0Fv5KHRG9GiFf+16oxoNf9s1hqsj2tb9ThR24amdgOa2g3WdtTHzirAtZOz/fvLBDHJffLKWAaZ8WEordP0eN92gwkbi+pwsk6DIf2ivRAdId4VpZLjuinZdhcZL6w4QgmhxI5SxmHNv6Z3uU1XU4PbunxCJnX0epFazuGLa0f2+KaX5wW8ueY4XjQPfshLjkCbztRtFc/uvHzx8D6NxOnbhPWeZzJfyXMcNXBLFXUNShudP9LZsPQY6xTXXbn3mz0OjS2ewgvA3vImTB6Q4JXjB5PBqVHdnq/qZi3GPfuHV+PYcLwW54zo59XXkJIBSRFuvY9+21eBWz7b6ZUYalv12H+qie4TbDCUUEEIIT1iSUSjewZC/OfPo9V0nU0IISFoQ1E93vnrpMeOd++8QUiKVHZMI24uJCLnWIQpOHN1ODkiVTKaCSbAldRpcPY7OwAAuYnh0Bp4tBtMUMs5tBt6Xym0rlUXNAmhaTFqXDclGyMyYrqcwefr7eU4WNGMX/851YfRSZtSxuG++fkeO16jRo87vtyN043tYFkGJ6r7XkjL1tqjNThzWJpHjyklMo7FqIzYHu1zvLoVByuasbO0AR9tLAEgtnUT75HcJ+/7fxU7JINOy0vEGTnRUMhYREeGQ8GxUMgYHDzdDINJwOzByegfpwbDMAhTcD6tTEOIp60/Zl+tZcpA6swmPff538fjqve3wthp6MsFo9Nx5+yBSIxUQimjG7NAlfPgb3bPj1bZV+Z8/oJhSIlWQcaykHEMZKxYzdPyuGM5C5YRR08lR6rAssHVkc2bhxdx1EEvTXTapIvOHemjS8dnuJ0QOj47DpeNz7BWtObM1a13lTWitkVn3W5uYQqGpUdDxjKIp2qTHhMbrsCk3HhsLKpza/uXLx5uV3neUoV8Y1Ed2nRGAGJiyBUTMpESpQLLAkmRKi/+BsFrWLrrQbDXTs5CTkI4OJYFxwIcy0LGMmBZ8VqRYxlwDAPOfO3Imc9ZUU0bZCyDM4enIkwhueYkr2JAVe4IIaQnLLcM3VVkIYFNoJReSRreLxJ7TrVg5cEqSgglhJAQNCMvHu9cOgQCp4BSzgGCWDXUOvW7kYfOaLI+3l3WiEiVDNtKGpwWJVkwJAU5iZTQEwyu/mSv9XF+ahTUck78p+CgsjyWs9bnYQqZeT3bsV4h/lTJxVkmg3UA7aiMWJQsXgStwYRl+yucTnV++8yBfogstKw5Uo3X/jiGJo0BBp5HWX3fCicNT4/GHbMHiv3oLAOZeYZM8bHYlq3RGxGulCE/hSocu0trMCH/keVO102hwh1eJZkWfIOJx7biemum8HtXjcHsgmTremelxWfmJ4OQYHP1B1utjy8e0x9PnFPox2iIFBTVtGKbeapUS0O7AAG3zxqIl8wVJi2+3VGOFy4c7usQiRv0Rh5fby/D2m6m8ASAuHAFxmfHm5MtqGIRdVBIF+VVEBI6DlU0w2DiwTIMVuyv7H4HALMHJ+O/l4+CQuY44G9uYYqnQyRmWoMJhyqaIWNZaI0mt5NBV909DQOSIp2uo/PlGWX1GlRbE6Gdf4lyLIMHFw7u1UDZ8TnxfYguuLEMVbkjhJCeMFkHcPo5ENInDI0GlKTRGdHYc6oFT58zxN+hEBJyqK2TBAKGYTAxO9atmet4XoCB56E18Bj+xEq7da9eMgLzh6RQcZkgIQgCGjQG6/P75+eLA4ZZxjq4m2MYsCzEYjMsrAOIQ70P0jYZtDAtCgOTInD2iDTKVfKSF1YcwRtrjvdq3yGpEeBYBnKZDKy5D51lxMTPaLUcT55diJgwecj/TXvSxqJaXPbuFuvzSJUMT55TiCFp0UiPDaP/ay+TTELonV/uxtJ9FdbnNyzZ3qP9f79rGgYmO+98IkRKbEfOf7W9DAcrmvHLP6f4LyAS8Ga9uLZH23c1nfztMwfg7rmD+hoS6YVXVh3Ff/8scmvb6z/u2XekOw48MQ/hEpvSwXIRSQ1t0kS3AISEjm93lONf3ziOou7OqkNVyHt4mRciEo3MiMGXN06ghu1OLn13M3adbOzxfrNfWuf5YDq5aEw6/nNBaA5uKq5tw4wX/ux2OxMvYOBD3nvfuGPJdeMwLS/RrzF4GsMwVOWOED+h+z1pspw36vwhxPeWHxQHm/97+WEsPn+Yn6MhJHTQNx7xtbpWHea/uh41NjPoeNIdX+7Gb7dPRUEaVckLBj/vOW33fOp/1njs2MXPLQza636+0w3pgdPNOHC6GT/uFv8/F583FJeMy/BHaEFr8wn3ihM4s7+itcv1v3R6H3Tl2slZeOwsKtzWnQSb2doUMhYtWqPTirpLb5+CwjTXM16R3pFMZkdyVN+miSup01BCKAkKS2+fgkWv/WV9vu9Ukx+jIVLw5Y0T8MPOU2AYQG/i8f3OU70+Vm2b3oOREXf845PtWHGgyt9hWKt3SElw3l4SQkjwmVOQjLkFyaho0sLICxAEAYcrW/wdFnadbITeyFNCaCePnVWIx34+AKOJBy8AR6taYAqQTLhvd5SHbEJoRlwYrpqYiSWbSv0dSrecTTEXFCR4vUyI1HEsI8l7VUKCBc3IIk1aAw9AnB6YEEJI8GrTmbyWDGqx8LX11sfD0qPx1Y0ToVZQO5oUzS1IQWFqBA50kzBH7IUpZChZvAhHq1ow92XHwfCx4Qo/RBXcvr15kst1PC/AyAsw8jwMJgHN7QY8v+IIalp0SItRY0RaGOra9HhlTUmf40iLVvf5GKEgLzkSJYsXARArEde06lBW347yBg3eWH0cx6rFz5xFr/2FH26ZhMGpUVDJ6XvEUySRECoIAr7fVd6jfd6+YhTmD0n1UkSE+E/nzPj5NL0i6caEnHhMME/vqDWYcLy6FXvL3Usk/vT68ZgyMMGb4ZFutBs83zhrufAihBBCAkG0Wo7/XTXG+lxv5L1W+XPHw7MRbzMqlfTciP4x+OnWydbnP+wqdzqq1xOkWKHcXziWwW0zB3g9IfTI0/Oh4NigrezQWwxoynhC/IEB5WIT4g90HSBtl45Jw5vrSlFIFd0IISSoZcSHOfQF8byA2oZG6E0ClOpw6E089EYe936zB9tLG/r0envLm2DgeahBiTxSpFZwmDc40eMJof83Pz8krh3zkiNx/4J8LF522G75zpMNmEe5HD7DsgwULAMFWABiv8Nrl460rm9ubkarzoglW0+jvo9FsDg2+P+uPY1hGCRFqpAUqcLozFicM6IfmjQGDH9yJQDg3P9utG5LuQyeIYmelVadEY0aQ4/2uenTnQ7LFDIWK++chqyEcE+FRojPldVr7J6/dHFoVsAhvaOSc/jp1snIfuA3t7a/48tdqGvTY05BMqJUctwwNRuDU6mx0JeWXDfOYdn1H23DH4ere33M7AeWgmUYsIx48cUyAMswEASxEqjepkLAvfMG4dYZA3r9WoGA+gcJIURaFDIWJYsXobxBgyn/9tz0RAAw+ulVTpfTlCS9d+7IdJw7Mh1P/nIQH2wo9uixCx9b4XT5giEpePOyUWCp4c1OUqTKobHsSGUL5r3iWKGgtwY9vNzlujGZsfjg2rGIUsk99npSwTCUlCZ1dPqkiWEYOncSFQJ9woQErDBz5bZodehdsxHiT6GQEEUCT3WzFpf8bzNO1La53GZcVhya2nuWh2Gx5l/TkU15F0HjmgnpuGZCOqKiosDzAgzmKotDXLTPdUXBsRifE4dLx/X3QqSB6aYzciFjGTy99JB12f3z8/0YEXEmQinDzkfmWJ/vLW/E2W9s6PFxNHqjJ8MKWdFhcpx4diEOVjTjzNc7Zkletq8CcwtTKPG2j1h/B+COSJUcl4/P6PNx9EYeJ2qpzDWRtrZOXy4BMjsjkRCGYdy+Qaszj475/WAVvttZjqs/2OrN0Iib+pIMCoid1SZegMEkJn9qDTw0ehPaDSa7ZFAA+GZ7WZ9ey5+ojY0QQqQtPVasZLD6njO8/lqHKvw/Rb3UPXpWAYqfW4grJ2R6/bWW7a8ET9l3bhmUEomjTy/AvMJkr7/W9tIGNPRxdL1UUYVQ6aJbBmkTBIHOocQJ9H0uaXT6pGnfafHeR2sw+TkSQggh3naqsb3LZFAA2FpSb52y15VFQ1Nx7sh+OG9kP+uyn26dTMmgQYxlGShlHCKUMux4eDZu62HhGL2Jx/pjtbj1853441AVlu6tQGWT1kvRBo5BKZF2z2kwQOAblh6DT64fh7evGNWj/V5YeTRk20E9jWUZh/fOzZ/tRO6D7hU4I65JokLoK6uO4rMtJ/t0jM0PzEJKtMpDERHiP/kpUchJDMeJGvEC/pvtZbh2crafoyJS8snmUhR3cwMIAB9cMwYcy6K+TQedgQfLMpiZn+SDCIkzJl7A7rJGAMCojBjsPNnokeMOSo7EE+cUgmMZyDkWco5BarQasWFyulEhhPQJde6S3jpa1YK5L3uuoqEzL100HOeNSvfqa4QCrcGEz7ecxJO/HvTq6zxz7hBcPt77iabBRm/ksb20Hpe9u8Urx//u5okYnBoFjmVCfhp5hmHoe48QPxBAAwGlik6btNH5k7brJqZj+cEacKwk6sUQQgjpg5EZsShZvAgmXoDWYMLTSw/ii609LwKy7mgNYsMVkHEM8lMiIeMYPPTjPuw/1Wy33bjsOHxy/TgoZTRtvBTxgoBX1pTgo83lkHMMDCaxnWPygHic7DSDqbs2HK/DhuN11ufBPg30pNwEu+cltW00e3EAatTo0aozQqM39akfIjZc4cGoQpucY7HtodmY8u/V0HUqXkV6L6ATQk28gGs/2oZ1R2vslg9KjoSR5yHnWDRo9Khq1tmtV8s5HHhiHk0fR4KWJRkUAM4bSR3ZxH3L9lXgkR/3d7vdP2cOAMMwCFdwSIqMQn5KZEh38AaCZ5Ye8vg0rAAwMiMGJbVtaDeYYOIFXDY+A2GKgL486DHqnCfEtxjqHiR9sOZINa79cJtHjxmplGHJ9eMwMiPWo8clwEXvbMLe8iaPHjM+XIGv/jERA5IiPHrcUDT/1XV2946ecNbwNLx68Qhqb3GCrjgJ8T1BoMQ0QvyJvvukqVUnVgaNDaMp4wnxNWqnJv7CsQzClTI887ehKEhS4/fDtchMiATDiIN9dUYehytacKTK+Qw6LTojWnTdT4+8tbge7XoTJYRKlMEk4KPN5dbHFhuO16EgNQrD0xWQcSxkLAOFTPwpMxeaYRkGDCP2DLAMsLGoDnVtemQnhKNfjBoqOYsbp+X46Tfznac6DZpPilL6KRLiysn6dpz59vpe7z8rPwmvXDICkSq6lva0jUW1dsmgOx+Z48dogkNAZ3y8uuqoNRn0ygmZiI9Q4JbpA6CQOY5cbG4WR6BERUX5NEZC/G34kyux6u4zqMOUuGVCTjwm5sRbK4QaeR61rWI589GZsThwuglaA4/XVx932Lf4uYWUFOpH103Jwv7TTdAbebHBXRDAseINlokXb8wst2eZcWFQyVkYeQFl9RpsK2lwedwvt5Xhy20dI0KfXnrIrXhevHA4zh8d2Anp9NdKiH9REzfpjQnZ8ThvVD+cqGmDIAhobDegtK53I9AtWnRGnPvfjXbLLhqTjjkFKZiZnwSOEtt67clzhuDJXw7AJIgdW55IDq1r02P2S2vtliVFKvHQosEYlx2H1Gh1n18jVDyyqAAPmweDCYIArZFHvc1URueMSIORF6A38qhu0WGPuRp9V37Zcxq/7DntsHx8dhzumDUQLCs2/seGK5CXHOl4gCDFCwI4ulcixC+onULa6J5BmuhtJ207T4rX7DFhVNGIEF+ij07iKzUtOvx7+WEAAMcw4DjxPp1hgDadCT/sOiVueLzebr+85AgM7RcNhYyFUsba/OQ6PWeh5Fgo5Rx2nWzApeMyMCYrDpFKGQ0elbgfdlfaPVfLOSRGKrH4vKGYNCDBxV7E1qXjMvDRxhLr83u/2Ys3L+/ZVOTEu1Kjlbh4TH+sP1YDXgDaDSa0G0zQu1mV8o/D1Rj6+Err8/yUSHx78yREKAM69S7gVTdrcceXu63P/7jnDMRRBdY+C+i/ytVHqgEA6+6dgYz4MD9HQ0hgMPECrpiQgU83n7QuK6lto4RQ4paYMDliwuSobNY6rNtR2gA55/pmbeXBKswrTPFmeKQL6bFh+PofE9GiNaCopg1rj9SgQaO3u7Gw2FPWiP5xahhNAoy8gNgwOYy8AKNJQLvB5JF47v12T8AnhFrQwGtCfMvaOUjvPdILagWHly4aAUEQ8MnmUryy6phXXufr7eX4ens57pqdhztmD/TKa4SCEf1j8P0tk3GqsR2Llx32eLVQi+oWnbVBKNinlvKkibnxuGpiJhrbDXjrzyK7dSP6x+BkvQYmXoDBJMDE8+gXo8apxvZevdaW4npc9p791PRLrhuHaXmJvY5fSngB1PFFiB/Q5ab00SenNFE7i7T9frgWAFBc24aJufF+joYQQoinPb/iML7dUd7j/dp0JhhNAgwmFkYTC6OJE/uYTAIa2nj8dVz8/rh/QT4GJkUgWi3H3IJk9I8Lg0pOFUGlrq5Vh2dX2rcdTR2YgP9dNcZPEUmLIAg41diOd9ba/x9mJVCOky+16YwwmHjojTx0Rh568+NNRXV4slP1VltRKhlG9o8R20l5sZ3UaBJQ3aKzG1zvzOHKFgx5bAVOPLuQ2gZ7gOcF1Gv0qGnRobJJi2s/6pg1bnRmLPrH0nvHEwI6IfTvU3Nwx5e7Me35NTjwxDyEU1Y1Ich98De75y9dNByzC5L9FA2Roq4+S2+clgOlebSfUiZWmKxo0qKp3YA5g+nvzN+2ldTjwrc3ubXt2Mw4cObpGsRpGxjr9A0yloGMZa3LOJaBnGPNP8XHHf869mlqN6CySYvCtCiMzgz8aXepUgwh/kH5oKS3bvh4O1Ydqur1/ueO7AeWMX+3cQx2nWzEoYpmp9uOy45D/9gwXDM5q9evF8rqWnUY/fSqXu8/JjMW/ePCxGsV87XIrpONOOjifGXEhaEgNQqXjc/o9WsGOxMvONwrduV4dStGZsSY//87rhfHZsV2un5kre8pOcuCZcTkz5oWHQw8D0EQG/BiwhSIVMkgQGwEz0mIwLjsOO/9wgGGFwRQmy8hfiAIlFAoUXSvEBzo/SdNMwfF40h1G00ZT4gf0Pcf8YUnzxmC8dnxMPFiwRATz1v/9nheQIumHXojD4aTQ2fioTOYE6eMPHRGkzWRSmc0QaM3okHD48DpjvaaxcsOO33dt68YjflDqKiMVH2yudT6+NEzC5AYqcTM/CQ/RiQdGr0RBY+ucFj+txFp+OdMKkTgK+uO1uCqD7b2at9mrREAoJSzCLdpJ81NjICME9uujSYBP5tnTeJYBioZiyi1HBzL4PLxmTSLQjdMvIDPtpTi0Z8OdLldbmI4vrt5ko+iCn4BnWF5zoh+1iogJhp2SghK69rsntNIA9JTDMPghQuH45bpuXjq14NYc6TGbv3k3AQq+x+gBEFAdbPOYfmKO6eJCbxyFkoZB5WchVrOUTIkIcRv6POH9EZlk7bHyaBLrhuH7IRwcCyD5CgVTf3uQw/9sL9H28/MT8ITZxeCYxlEqGSIUlHns6cxANKiVTjd5DgTQGefXD8OUweGRuVOXxEEgKXvP0J8jhdo6mqpsjT1072DNFFPjbRZOrxpJihCfIu+8oivqORcl7O7NTeLyZ1RUVE9Om6TxoB2gwlteiNatUZsLa7HM78dsq6/6dMdNKuLhN02Y4B1piY5x+Cs4Wl+jkgavtx6Evd/v8/6/J0rR+OMvESqmutl1S1aTHj2D/A9uDG5Z04eCpOUkMtYxEZFmgslifekmXFhkHFst8d47dKRfYg6tHyx9ST+vfwwJmTHo6SuDYcrW+zWF6RG4aIx6UiKUiE5Son+cWFIjFBSG4GHBXRCKAAkRipR06KDjDr3CMGhio4Pyt9un0rJoKTXchIjcPHY/g4Jodd/vB0vXjQcgNg4n50QjoK0nt0UEs9ae7QGV3cxomnnyQYoZSz6x4UhLlyB3MQIH0ZHCCGuCTSgi/RAcpQST51TiEe6GSFqK0otR/84mjrEH56/cJjThhxXyhs0dK68jGUZbHxgFkY99Xu3UxmNzQqdyp2+Qt94hPiHAKpQKFn0wSlplns96quTprIGLcIUHPUtEEII6ZHoMDmi0THA95w3N1gfJ0cp8cs/p/gjLOIhehNvfVzd4lichjjiecEuGfSaSVk04MYLBEHA1uJ66/3/qcZ23P31Hrf3D1NwGJYejasnZwH6dgA9T4gn7ttRWo9NRXV4YeVRAMDyA5WYmZ+EqQMTUNeqx/mj0zExJ57uRXwk4BNC48MVqGnRoeDRFdj3+FxEUiUREsJON7ZbH/+0+xQl6pEe2V5Sjwu6mW683WDCLZ/ttFu28f6ZSItRezM0YmPVwSp8tb0Mvx90r0raAzY3GwDw062TMbx/jBciI4QQ99CU8cQdGr0RT/16ENXNOggAjlW3oKy+vdv9bFU0tmMEfef5RG2rDo/+tB86Aw9eEBwGFXWnJ6O1Sc+06ox48pcD+Hp7udv7fLujHFdMyPRiVIRID41jkS6qHiFtdPakjaEzKEmnGrXQ6MVpgMMUAd9FSEjQoOtNEkwOVTTbPa9q1tFsMBLXrjdZH7+++jjumTvIj9FIwzvrTtg9/2hjCZRyFg8sGOyniILTkk2leOxn94tIWCRHKfHHPdMRoey43m3W96z/gfSMzmjC+W/Z56Isu2MqBqdSTpO/BPzd3jPnDsX5b20EAAx9fCXW3zeDKouQkLVgaAqe/PUgAPEi44GFdEFB3PdNDzqJbd3y2U58fN04RKvpZs7bTLyAG5Zs79MxbEdlOvPPmQPoRo4Q4lXUJ0/c8cue0/hia1mv979v/iAsGJrqwYhIV95ZW4Tf9lX2at+ECAW+/sdED0dELL7dXtajZFAAOHsETftFiIWlX56uXwghhISKoloNAGDlgSr8bWQ/P0dDSOigyuYkmGQnhDssy39kOQDgqb8NwaVj+7s1/TIJHBqbhFDSvX3lTfj38sMOy99Ze4ISQj3sgtHp2F3WiBO1bdhT1tijfW2TQYn3tWqNDssy4ym3z58C/h0wOjMWv/5zChYvO4y/jtdi8fLDePOyUf4OixC/2H/KfsTVjUu24/kLh1OiHnHLM+cOwaQB8RAEoKSuDa+sOubWfrvLGjH8iZVYcec0DEqJ9HKUoY1jGWx+YBYOVzZDxrJgWTFJ1GgSYDDx2FXWiLf+LOrTa3yzvTzkEkJp9DUh/kHvPdKVi8b0R3psGDR6E1hGTMRhGAbVzVr833f7ut3/P8uP4D/Lj1if/3LbFAxNj/ZmyCHt/+bnY0KOeB3JWM4XGLyzrgibT9R3uW9tqx6jnvrd+nz24GS8dcUoyKljwCOunpSFnMQIaA0m6Iw87v56Nwymrj+Ahz2+EgBw6Mn5UCs4X4QZ9KhjV/roHBLiH3TLIE2Wez1Kppc2SgYlxLcEQaDK5iRoqOSu2xIe+XE/Hvlxf4+Ol5MYjq9unIjESGVfQyO9ZOw0vc+RyhbqE+7CumOuZ0/Ke2gZVt19BjIoEa5H9EYeepM4O5XAA7wgmP8B9y/Ix/hn/+jR8Wpb9Rjw4G9gGcbang0ALMNYl7HmhbwgQBDsX1PJsXjkzAJcNLa/p3/VoNVucEwsL3h0Bb74+wRMzI33Q0Qk4BNCAWBIv2i8eskIjH56FZburcAlY2swdWCiv8MixOc2HK+1e77yYBX+1aylhFDiFhnH4pwRYkPf4cpmtxNCLea/ug6TcxPw1hWjEElTP3hNSrQKKdEqp+vmFCSjulmH73b2rtrrH/ecgdzEiL6EJynUvkaIf9C0gcQdDMNg8oAEu2UVTe249sNtvTreWW/8hYNPzqMpD71ExrGYNTjZbtn3O8u7TQZ1ZtWhKmwsqsMZeXRP7wkMw2Ca+f9Sozd2mwxq68zX1+On26bQaHkPEWgkBCGEuI9uGQjxm2H9IqGgwVmEEEL6YNfJBo8e70RNGw6cbsL0QUkePS5xX+eqr6+vPoY3qEibU38eqcbzK464XK838dAaqeJqT2gNJmuVYU8xWZOce9depzfyuO+7vZQQ2g29kcecl9eitE7jcpuVByspIdRPJNPqHx+hxF2z8/DyqqO48v2tGJQciSNVLQCAqQMTsPisgYhUSebXIaRXCtKirI/X/Gs60mPVVFmH9Ep+ShRKFi/CjBf+RHFtm1v7CALw1/FaHK9uxciMWC9HSJxhGAYvXjQcL140HJ9tKcVDP/RslOWsF9c6LNv96BzEhCk8FSIhhFhRWgzpqfo2fZ/231PWRA0LPnTwdHP3G7nw1p/HKSHUC9RyDvfNH2RXPbcrRTVt2FHaQOfCA2ggkvTRdQshvkWfm4T4D8cwNC0sIYSQPlHIetY3/fCiwThzWBo4lgHHMtC0tULGMoiJjoLMvIwq6PpXs9Zg97ykrg2XvbsZajkHlYITf8pZnG7UYvXhaozOjMWn148PyZlnClKjnC7/7uZJkHMMhqRFg2Xp77knFByLG6Zk472/it3e5+bpuchPibRW/GTNM5Cx5sqf4ucK7NZr2zVgGAaREeF228o5FgqZ+NPyj2MZhCtD7++7JwRBwNJ9px2SQWPC5PjvZaMQE6ZAcpQS8RFU/dlfJJVB+Y8zcrD/dBOKalqtyaAAsP5YLSa/VIuJ2TFgOfFNufi8YegfR2WYSXB5fXVHRcfOI3UI6Y01/5rusKy4tg2P/3wA7XoTtpY4Vn0alh7j/cBIty4fn4nLx2cCAHaXNeJvb27o1XGOV7diTFacJ0MLOAJ17xLiW9TWQXppUHIk/j41G++ud7/hZ05BMu5fkI8wBYfUaLUXoyOdXTM5C1tL6rG3vMntfb7+x0TERyiQQffqXtGqM1orFKREqVDZrHW57b/m5uHs4f1o+ioS8uiyRfqoOq+00fkjxPc0ehPiw2n2J0IIIb1XmBaNksWLIAgChj+xEs1aY5fbP730ED7cUAKWFQcmwHwNeNWkbFw3JdsXIZNuRKnkePG8wXh2xXEMS4+BkRegNZiwu6zR6UCSHaUNGPzocux7fG7IzCr5xdaTeOD7fVDJHROil985FfkpzhNFSfdMggC9ie/RPrFhcuvMqO5qbhYLHERF0bnyhP2nmnHXV3usz0dmxCAhQoknzi5EWgz11QQCySSEbiqqw6Xvbu56m+JG6+P//nkcz503zMtREeJbZfXt1se7TjZQlUbSZ6/9cQwv/X60R/t8tqUUV03M8k5ApEurD1fhuo+2e+RYux6Zg2i1PKhHqQXvb0YIIcHpcGVLj5JBV99zBnISI7wYEenKW38WuZ0Mes2kLDx+dqGXIyJ3fbXb0qfSZTIoNVJ7B6U0SRvlpEkT3fNJF507QvznSHUbYtUyGE08ZDT7GCGEkF76elsZ7vtur9vbn2psd1j25K8HKSE0gMzJT8B3uyqw5kiN2/sMfXyl3XMFxyIrIQwfXjsO/YIsIeyB7/cBALQGx8TFRa/9hW0PzUZcOM3I2BuHK1qwZFNpj/Z59rfDePa3ww7Lv7pxAsbn0CxivjCkXxTiwhXWmd92nWzE4afmQyWnyqqBQjIJofd8vdut7T69fjxYBhibHdzVzkhoGpMZi+2lDQBA03YTj0joRYnucfT56jdJkSqPHUut4II6GdQWde4SQog0DOkXjRV3TsO8V9a5tf3MF9eiZPEiL0dFXHni7ELkp0bhkR/3d7vtRxtLcNecPESrQ6NigL+8eNEIXPT2JrsZVZyZ/8p63DI9F/fNz/dRZMEvNK6qCSHE8+h2nRD/aKUp4wkhhPTRW2uLnC5/9tyhYBngt/2VuGZSJhIjVNap4jlWnNK5ubkFDMMgJ42StgKJIAio1xi637ALehOPo1WteOyn/fjXvEFBNSD5+inZeN/FlOYmXqC2oT4Ymh6Nf58/FP/33T5kJ4QjOUqJzSccZzF1x8X/E4sM0oB472MYBuvvm4FJi1ejqV387GAZeicEkoBPCC1v0ODLrWU43eS6uoWtt9cW4dMbxns5KkL848Ix6daE0A3Ha3HB6HQw9KFKXNh/qgnnvbUReqM4UknGMpBzLOQcYzd9Q7Rajmi1HGEKDocru+48vmFKNnKpElevPbfsEN5ZewIsA3AsAwYAb+79ECB2JFs6Q2wf2+LMSZwMACPf866TaLUc39w0MSRG59Dno7TR+SMk+Jh4AQ/9sA9fby+DjGMhYxnxn/kxyzBgGKBfjNpp1YDORmbEeD/oECYIgnlKr2LIOBZy87mSc2IjPsuI1zLuni/LNSnxjBUHKvGf5YehNfDgzO8lSwfLkH5RYBkG7XoTjlW3Ot3/440llBDqYTQIiRBC3Ef3e4T4z5iMaFS36Kg6KCGEkB4rq9dg6n/WOF136bgMZMSFoUGjB88LmF+Ygul5SU4LkzQrxTaiqBCZalwqTAJw9fh0cHKl3cjX+751vxKsxapD1Vh1qBpvXjYKi4alejBK/3nkzAKXCaEAcMtnOyFAgCAAyVEqPLhwMFKiPVfoJ9hdPDYDLVojnl56CMW1bX0+nqkXfeik58KVMnx/yyTMenEtACDv4WW4dnIWMuPCMKRfNEZlxIZMgapAFPAJobd+vgt7yhrd3v6v47X4elsZGAbWDkXLT8bcYSUAyE+JRF5ypLfCJsQrLh6bgf/7TixH/uPu03j0rEIqPU5c2nWywa7j3cgLMPImtHca3NXUbrCO2nBlcGoULhufgQtHp0NOjYW99s7aEwDEJFDe5NsL0Yk58UiNUUEQgDfXHBdj4AWYeAG8IJgTUwUwDAPW/N3JMgxYlsGFo9MxLS/Rp/ESIlBWBSFBp91gwpfbygCIyYH6Ph7vrGFp+GrbSTAMA45hwLId319/HKpCU7sBA5I6BrIwDIMrJ2Sif1xYH185NPACrI2cHeerd5WELhnbH6sOVYEz35tzNgnADMPg592noZAxSItWw5IfwjAMrhifiYx4Ol/OvLLqGIpqetc4OnVgAs7IS8THG0vAsuL7R8aK132WnxwjJpfuLmuE1mBCSrQKV03MRJgi4JuR/IISm6SPrj2liWE6BlkSaeHN7zn69JQmy9cefXRK0/aTTQCAqmYtkqMoSYEQX2EYhq45SUBo0Biw7ng9UuPaIQDQGU3QGXjojLz42MhDZ+ChNZrQojWgUSP2IWr0Juw/1eTyuF9sPemwLFzJ4ZwR/bz42xBPem/DSfx3veN57IuJucFVBfbeeYPw/IojTtdtOlFn9zw/NRK3TB/gi7CCxjO/Her1vjdMyQZrbnNmGWD5/kqsOCC2R7MMwLIMDHodWIZBmFpl3Y5jGbF/gRWfO+trOFLZAl4QrPvwgph3MXtwEsZk0cyquYkR+OOeM3DTJzsg51h8ta0MGpsZCYb0i0JsmML8T47YcPFxfIQCSZEqJEYqkRSpRLiS2p09LeD/R9+9cjQ+33oSbTojjLyAPw5V42S9pst97vvOvVEKWx+chSS64SUSMz47DluKxRLZSzaV4M7ZeX6OiASqKydm4fLxmWjWGjDiyd/7dKxDFc145Mf9iA9XYOHQ4BjJ5Q/Fzy2EwSRAb+KhM5hQ39QMnhcQFh4BXrAkZwJagwnXf7wNVc06j7125xuRnvhlz2lJT8lLzWzSJKCjk4lIDL3piAsRShmKn1to17Bs+ak1mGAwCTCYeBhNAsobNLj/+31dHu/JXw92+5prjtTYPf/fuhOS/k7zJY5l7M5Xu0E8T+L54mE08dCbz9etn+1Ei87o8lhfbiuzJgP3BJ0v1364ZRJqWnTQmc+H1tDx84Yl27vcd/2xWqw/Vtvj11y87DCdjy7Q1580UTKvtAkCQIUmpI3eg9JkOW8CfftJ0sj0KOwqb8adX+7GFzdO8Hc4hIQMVzOCEeILRhMPrVFsM7jwvZ2obu3ZMO0R/WMQoZRh6sBEqBUc1HIWajkHlZyDAMBoEjolVgEpUSqcOSzNO78Q8Yorx/VDY7sRRrAuB94JAvDL3tNuzQR077xB+Hp7Gc4anoZ+MWoPR+sft84YgFtnDMD93+3ttq3zH9NyfRRV8Djx7EKYeAFGXuwn0Bp4TF68GnpT939vX2w9CZO5ABJvVwzJe95eW4SJOfF0TQ0xKfT3u88AIA66rmnV4Zmlh3CyXoMYtRwNGgNO1mvQ0Ka3m8m2s12PzEEsFcTzmIBPCE2KUuHO2Xkoq9fgrbVF3SaD9oRSFvzT5ZLgY/u9ZXDjy4+ENpZlUFTjfJrInrprdh7mF6Z45FihimEYKGQMFDIWEUoZ5LwSABAVZV/5qlGj92gyqCd8srkUV07I9HcYPWLpVqKR19IkCFQtRuro/BFnGIaBytxgHA3X00JtLOp5spq71h2tocrXbnL3fGUnhmNvuesqEX2xraQeY2mktQOVnHNZ7bZk8SK8sfoYXlh51OOvm3X/UgDAPXPy8M9ZAz1+fEL8he4YpIvOnTSx5oRCnu7XJcmSiE0VeqUpNky8ru/L4HFCSM8xDFVWJv4x9+W1OFrVt37CO2YNhJxjIecYyGUsFBwLGcdAzrHgGAb948LA0UgtyQtXynD/3FxERUUBAA6ebrZer4tJeuLA8HNGpOGqD7Z2ezxLJc1vd5RjlTlRLFgsPn8Ynj13KFp0RjSbZ+KsaNLi7zaDtI9UtqAgLcqPUUoPwzCQcQxknNj2GakCjj6zwG4bwVxgyWj5Z+JhMHX8fRpMPIzmGTIts2QaTOJ2F/9vs8djnl2Q7PFjSh3DMEiKVOGVi0egud2Ieo0e9W3iv7pWHU43aXGsqgXL9lc67Cvj6LvEkwI+IRQA/u/bvfhqe8+ribiy9PYpKEyL9tjxCPGVFq0BW83VQQHgnjmD/BgNkYrRmXH4+bbJqG/TQy3nwAvAvlONePa3w24fY0T/GNwwVSy1TrwvJkxhrb7UqNFDa+AhwHzhygOvrz6Gb3aUu308hflG3TI6szNeEKAz8C5HWPWLUWNmflLvfhk/Mpp7JuQc6+dICAktVCWGeMKk3ARsemAmlmwqxVt/Fnn02Co5DQz0tG9umog9ZU14ZulB7PFwYqiCvsd75ebpA9CsNWLd0Rocq26FycMZGxEqSTQnEdItusOVNkqskC7Le48SCqWJ3nfSVlrfDgAopAQFQnyKKoQSf7lxWi7+9c0e63OW6fh7tP2b7Or7/dqPtrn1WoeenA+1gtrdpGrN0Trc8W33MzK5Iy85AiP6x0Ap43CFxIrNuKNFa8DQx1d2uY1STm2anvTN9jLc+617M0X7yv/Nz8f1U7L9HUZAOVrVgrkvr+t2u5gwOVRyFloDj1tn5GJmfhJGZ1JRCE8L6BZ8QRCwbH+l02TQKyZkYE5BCgRB7HKOkZmQmxhuHbFASDA63ai1e96g0SM+QumnaEig2lfehFdWHYVawYmj81gGMlZMBrQ+5xhMHZiAsnoNDCYBpxrbuzzm7rJG/Hv5YTx5zhAf/RahgxcE/G9dEY5Xt0Il56CUsVDIWChlHMIUHBiGgYk3j2YyTzffk2RQANCbeOhN4uPPbhiPyQMSvPCbBB7LyEVKZJYmaiSVLkvjIc3+SLojCAK+3l6G8gbxOmTfqSb82WmKd3e8e9UYJEYqwQsCBPNUMAqOxbD0aJqG1IO0BhM+2liCNp0RRl7oVaLuOSPScP2UbPPobFjPV2q0ymW1S9K1yiYtPtxYDIX5Oj9aLceG43VYdaiqR8e5dnIWLh+faa3oEaOW0/Q8PUXZMZJGp0+a6J5BuugSTdos7S0cnUhJOtUk9jG8fulIP0dCSGih9gniLxeMTscFo9Otz5ubmwHAZU5Fk8aA6hatuW9KrLb3j092dNuPCADf7CjDpNwEDEiK8EzwxKd6mww6KTceDywYDAPPI1Ipw8DkSA9HFnicJYPmJIRjeP8YqOQc+sWoIKO+yT5bvr8SN326o1f7XjouA9MHJYJlGLCM2FesbW8HxwAR4eFgGDF3wrLOuh1jfsyKbUWWaqQmngfLMBjRP4a+07ugM9gXn8qKD8Pg1CjMLUxGTkIEEiKVSIhQ0GzePhLQCaHL91fils92Ol336eaT4M1Tid4+ayDU0Ps2OEL8IDPevpP0wnc2YfU90/0TDAlY//pmD45UtXj0mLFhclw0pr9Hj0lEBypae1SttS9yEsIxKCX4b8RIkKBqP5JlOW10S0y6s6moDv/33b4+HUMlZzE2KxYxYZS45m0fbSzB4mV9u2aZV5iCYekxngmIAABu/XwndpQ29OkYd83Owx2zafr3vqDvPOmiNnyJoxMoeQLd9BHic1pzJ+3MF9daZygihHgfw3Qk1BMSyKLD5IgOk6O2VYcHvt+HRo3erWRQAHj0pwMAQN8vErXpnomY+OKmHu9X1azF22vFgeO8IODy8ZmYMjC4C9NcPTETH28qtVt2orYNJ2rbrM+/3VGOP++d4evQJE8QBHy65STWHqnBwdO9n4nqi60ncf6ofkiKVIFhAI5l0NbGgGMYREVFgjMnfjKsONAtXBnQqXOSMTTdfqbukjoNSuo0WLa/EivunIbkSCVkNCOYzwT0X/UZgxK7XP/5lpMAgM/MP++dnYOE6EZwrDg1roxlrdUtROKFtiCYy6ALYpLTpBCplEakr9jmIgIArgzCEuuk7769eSI2FtVBazCJo1ZM4sgVI8/DYBLw1K89H+G19r4ZiKQLIa8YmhaJL2+cgJLaNmgNJuhNPHQGHtUtOnyyubT7A7iQGq3ClRMzxYtZiCOaGAb4afdp83NxxBMDcXQyYx31BDAQn8s4BjwPHDjdjOunZiNKJROnnQcDlZylEVDEq+ivS7osnbr0GUG6MzE3Hq9eMgIltRpsLKrFluL6Hu1/9cRMxIYr8OnmUnAsC5YBTIIAmXlEL9Dx/Wf5Wduqx87SBmQlhKFfTJh5nThiOFIl98avGTSun5INpYxFi9aIl34/2qN9C1KjMHtwEo5VteLN2uPW88ELQkfjGyN+blimLrM8hvknLwAmEw+TAKREqbBwaAp9zgB4+4rR+Hp7GZraDfjfuhPdbp+fEomZ+UnmGQRYyDhxNoH31p8Ql3EsZDYzDFgG4gIdeVeM+XrRdpn4WHwyMSf+/9m767A2svUP4N+ZiQPBtVCghZa6u7utu8td3727967erv667nvX/a67W7t1dxfqFCjQ4hYIxGbm90dIcAgwkUnez/P0KZlMzpx2SDJzznveF9EhgVfJgqZ2CfE8BhRQKFcM3fH5BZG+/WTt+YuGeLsLhAQU+3WLt3tBAk2dxYZf9p4B56wiyMBqNoNlAKW6pmH+0D536MgGahNE2HgBH2/OQVWdtVvHHbpkBQ4umSfxv4a4m07VvYx9p0qNOFXaGMPwd2YRPrpuNOYMjJWqaz7n4lGJrQJCm1IpWHx8/RgP9sh/VBgtePy3TEnauuT9rgc4XzEmCVHBaqgVLNRKFiqOhU0QUWu2QRBELBgSjwHxVLW6IyoFC4tNaLV93uv2UvI6FYdgtQIhGgVCNEqEaBTQN/wdpFbgTGU9+sWF4N+z0qkKaA/5dHSPTqXAPTPT8ObaLJf2f3l155Mfbfnw2lGYOyiuW68lxJMGxOsxpFcoDp2xr4Z48s8jKKkx4z/zM7zcM+JLQjRKzGvymWay8ljyx2GcLKltESTvuqFNUt9nPjkPwRQcKqnxfSIxvk9kq+1PXzAYgH2CK/XhZV1qs7DahJeWH5ekfwDwyZacZo+vGJOEFy4eKln7hBD/QRlCiasYhsH5w3sBgDM7oZUXsOjNTThRXNvp6zsadOvM5ha3mAcLqvH2VSO73V4gUHIsbpyUCsBepQMAjhUZMP/1TZ2+9kihAUcKDZL254t/jMXUfh0vIg0E0SFq3DUjDYA90+e767NwtsqEn/cWtLn/saIaHCuStppASwqWQdZzC916DF9DscnyR0FN8kTvPUK8w7EIhAKb5ClYzaHWzKOooXQ8IcQzGIahK07icU/9eQTf7cr3+HGvn5ji8WOSnmMYBl/fMBx3fJcJg8nWo7Zu+WI31j8wHSlRQRL1zrcMTQzDn/+cjCKDCQqWQWmNGQ/9fND5vMUm4JYvdmPdA9O910mZigxWY/V903CqtBYsw0DBMVA2JAJ0JBgQBPvfvChCFEXwDY+b/uz40/S5/FID3t7Y8ZxCZ5+ZTWPXWAbYungW4kI1kvzb/cW+x+fgbFU9TFYBNSYrDCYbakxW1JhsDX/sP9eabTA0/Hy2qh41JhtKaswAgOWHi/DmmpOYkh6FL28a5+V/kXz5fETPoF6hne/komn9ou0ZzRqmpzmWQe9IHab3j5HsGIS4281TUvGv7/Y7H8fp6QuGdOxgQbVkN3yLhsZDo6A03p7GMAzW3D8Ns17dIHG7gFrBQsmxiAlRIzFc58yi5lBVZ8HevCroVFzDBbN9+6WjEyXtCyHED9EEPemiU6W1kn/XdeSGiSlQKViIoog7pqd57Lj+4p11WXh5hXSLTzqzaGg8IoNUYBkGKZE6TKZKH618uT0Xb7m4oFYKU/tFI1xnz6zruEYUAfxjUorH+uBLKChGnuhyRf7orSdPFMwrb47TR+8/eXp4bl88+ucJ/L7/DO6d08/b3SGEEOJGixdkQKPkYLLysDZkA603WWAVRNSYBew+XSnZsX67axKGJ4VJ1h7xjtRILfpEB2N/flWP25r+ynrkvrCo553yUUMSQzEE9lgmXhBxpNCAz7bmOp9vWfmVuC4tJhhpMcE9bueH3fl46KeDne/YTYIIlNaYKSC0hSC1AumxId167dKDhbjrm73Ox5tOlknVrYDk8wGht325x+V95w+Igk6rhpJlcf+8fogJoTce8T+9I3TNHvtzunUijbGpEVh7/zRsySoDL4iw8AIM9Ta8vc61yeLEcC2+vnkckiP9cxWXr6qqs8DK28+XxSbAygv445+TUFpjxk2f75bkGKIImKxCwwodW7OSDgBw2ehEfHIDlTQghBDifqIo4rudeW49xh//nIShiWFuPUagqK63uj0YdM9jsxEZHHhlx3vipsl9EKZV4fDZ6h5l0G1Jo2Qxvk8kRieH487paVSqpw30P+IHKKpJlqj0KiHe4QjoFekNKEvbcqoAAEPo3ogQj7LxAhR0L0U8LEynwpLzBjXbZjDYK7jo9faSxztzKvDhxmzYBPtclNkmoKjahDNV9S4fZ8m5AykY1E+U1lgkCQZ1SFm81K+DQh2svNAsGNTBYLJCr1F6vkMBThDs2UE/2ZzT+c5dNDwpDD/cNgEqSqDlFieKW1e22nqqDBP7UnKI7vD5gNAnzxuE//vjsEv7Lj/aGB288WQptj08y13dIsQrTpcbceG7W5tt4wUaeCOdm9mDbFsFlfVYdqgId0zvK2GPSEfcvWLJ9X4U4KVLhnm7GyRA0bcbIYFlzn83Iquk8zLx3dUnOghJ4brOdyQuGfbkSre2P71/NII1Pj9c4XPeWZeF11adkLxdk1XA+uOlWH+8FPMHx0uyQp8Qn0FpCmWNSq/KH8UTyhNlCJW3kUl6/JVZAjVNYhPiWXTdSXzU1R9vh5Xv2bf6kj+PILvMiKfOHyxRr4g3PPbncfxxqETydiuMFkQEqSRv15fsy6tqc/vGE6U4Z2iCZzsTAP46eBb//GafV469P78KJTUmJNJcg1tcPzEF/9ucg1qzzbntbJUJgiBSkoJu8PkZlpSo7mWkK6w24budeQjV2iPu7dfZDKb2i4JO5fP/bELa1DtCh//Mz8CLy485tyVF0JcN6ZiNF1zed2ZGDJ44ZyCUChZKloGSsw8Mhvv5hbqvmdYvGhlxIThTVQ8rL0AQAYvN9fPYkS/+MRZ9ooPAsQxYhoGCZaDgWCg5BgrW/jfjJ4NTjoB5//jXBCY/+VUkhLjg4QUZkmXAbmpav2h8/o+xkrcb6FKjgtxS9ujxcwbipsmpkrcbKMamRkja3sMLMtAvNgRiQ7hHQpiWgkE7QEEx8kbnT74oQyEhnucYN6K3nzwN7WXPCPfTngK8ciktBCfEU2iYk3hbdZ0V646XoLauDqIIqDXVgAj8c0Y6NmeVghdE7G0nqM0VhdUm6TpLvGJCn3C3BISOfHoVVt83FWkx3SshLQdDEkMxNjUCO3Mqmm3v382y2aRjKV6uajr5xXUAgH/PTse/Z/fzal/8TbBagfF9IrD6aONn0QM/HsADPx7A+gemdzt+MFD5fGTktH7R2PTQDBw6U43T5XXNAuE6s/iXQ622nT88AW9cMULKLhLiMQzD4NoJyV16HxCi4Fh8ffM4bDtVDpsg4v0Np9rdN6+ijr5IfUCsXoPl/57abFthdT12ZFdAhAhRBO774UC32h6YoEdUgJRfdWQ6MEsUTEsI6SKaHCRdMGtAbLPyQXUWGx755RBOlRpx6Ex1t9udPSBGiu6RFtY9ML354+MleGvNSRRU1qOkxtztdoclhvawZ4FtfJ/IZu+jI2cNeP7vo9iVW4EglQKxeg0EUUR1vdWliZpZA2L8erBeSv6yoCoQ0ZmTN3rryR/dMsgcnUBZClZz3u4CIQGLFrIQb7ru0504IFEp8JcuGQqNknMmltGqOEzoEylJ28R7Fg2KwaJBMdDr9W0+X1hdjxPFtXht1Yku/y69uvIELhzRC3MHxUnQU98TrFbgh9smIKukBgvf3OxM8nP7V3uw5v7p3u2cHxrcK7TZGKirDAYDADh/xw+frcYjvxxCrdmGqjortCoOgxNCsfxwkaT9Ja5TKVh8fP0YAMCLy4/hvfWNcS3RIYER3yAlnw8IFUURVXVWJIZrndk+u0OjZDEzIwaPLBwgYe8I8byWpVw+25KDGyZRFh3SmsUm4I8DZ2Got4JjGcSFarDsUGGHr/n+1vEe6h3piMnK44fd+bDYBCg5FgqOgZK1/82xDIRujLi/ccVwzBsUB40ycAZ9HWVOVFQCixCPovKBpKsKq+uRXWoEwwBMw28QwwBXjO0Ns03A9Z/s7Hbbj/9+GI//fhgAsOyeKRiY0PaAJnHd4bPVqK63Os8VAGiVHP4zPwOvrDzeo4DQS97f5vx5zf3T0DeaslG6ihdEbM8ud76PWMYepOhYFGayWlButHSpzdmvbWy1bcOD05Hs5VX4voomd+WNTp88UTwoIYR0XXW9rfOdCCGSo4UsxNtevmQo3l6bBd5mBcMwOFxk7Hb1l5G9w6FWsLDyAlIig6iMb4CIDdHgUEE1rhqb1OWA0L8zi/B3ZlG3gvjkJC0mpFnFx/euGeXF3pC2VNdbUVBrcH4vP3PBEPCiCBsvoNxowW1f7nG5rddXn8Trq0/i5LMLnFVXiXRWNgnMDdcpEaT2+fBGn+Pz/2P/25yDZ5Ye7XE7SeE6vHs1feAS+ausaz6JF6LpfqA08W/f78pzBkC4Sqfy+a+FgPDu+lN4c81JydrrHxuC2QNiAyoYFGgcZKPJeUI8q7F8IL33iGsmPL/WI8fZc7qCAkJ7aGdOBS77YFvnO0rgZHEtBYR2wasrj+Pd9e1XApAKS7OYxM/Qr7T80SWnPAkNJ45iB+SJF+znT8HRCZQjk5V3/nyqlK65CfEkumwh3tQvNgRvXjnCmSHv053F+O/qE91qa/ZrG5w/3za1Dx6mhFwB4Yk/MvHV9rwuv+6y0YmY2DcKQ/28MlC9hcewJ1c225YeQ9dZ3mTlBYx5djWq6qze7grpgqySmlaJCgKl+qnUfDryp8JoQWYPygM6fHDtKEzrFy1BjwjxvlmvbGj+mMpgknZcPCoRLMtgeWYRNp0s63Df724dD14QwdFIvFf9sDsfi38+CEHikaHjxTUBuWpG0fD7bONpqE2W6LTJFmUIJa4qMZhww6e73NL2pLRI/Pfy4c7HCpZFRJDKLccKFEcLDbj1y91uafvNK0dgfJ8IAPbsliqORaiOFr65YsXhIjz+W2arhYM9NSwpDB9dNwosw0AUQefEBfS9R4jnMQxD7z2Zcox70DgUIZ5nMDVmCE0M13qxJ4QEFga0kIX4ln/NTsfV43vjaKEB1/6v+9V59uZV4t7v9+PXfWcAAKFaJX65cyItOJCh7TmVuPXbTCwaEg+9VgErL4IXRNgEEYcKqpBbXtel9vw9GyhgT4phqLehpMaEb3fmw8ILzZ5naBWqR1hsAh786QCWZxZBo+SgVrBQK1nEh2olCwadNygWH1w7WpK2ApEjA2uJwYzSWhPKay2orLOgss6KSqMFFUb74wqjBadKG7NXXzoqEQaTFc9eOMSLvZcvn44OOVZkwG/7z/aojRC1AmNSIgIuKxrxXzXmxgGbL/4xFmE6mtgmbdOpFLh6XDJsvNhpQOgVH25v9vhfs9Jx75x+7uweacOnW3IlCQZlGXv2JpZhwDDA/XMD81xaqGS87NGtsjw1Zuf1bj+I79t4sgxHCg1uaXtWRixiQjRuaTtQfb8r322rqQcl6Ol8ddMzS4+gpMYsebtXjU2ic9IFNL4vfyKFFcqSPbCCzp0cOTJMUuZpQjzvib/s2eBunpwKtYLmzQjxFAoKIr4oKliNIb1CEatXo9jQvbGFXbmV2JVb6XxcXW/F0UIDBYTK0K3fZgIAlh4qlKS9/flVGJ4UJklbvmj1kWLc/EX7i+ePPT3fg73xb4Ig4rpPdmJzVsfxDgBgtjUG5eZX1HfreAmhGqy8bxrUChYKlqHv8G4yWXkMf2olTFah3X2UHINwnQoRQSqE61TIiNNjfJ9IcCyDRxYOoDi/HvLpgNCJfaNc2m9mRgxSwlVQcizUajX6RgfhvGEJ9MYkfqfpIPdnN47BVMp8S1xw/cQUXDs+GRZegNkq4HSFEVuyyvHi8mPtvuaNNScpINQL/v7XFNh4AWabgN/3n8Ujvx7q0utVChYD4vV44/LhSIkKclMv5YOyFBLiHQyF8hIXXTIqETMzYiCIIgRBRL2Vx7SX13f6uivGJEGlYKHkWHsgCOwByIIoIiVSh+smpIClbFOS+79zB+KuGWlgGHsQx6dbcvH+ho5LlI9LjUBaTDCUHAslZ8806ThfNkHAbdP6olcYZSXqibX3T0dZrRlWmwiTjceu3Ao8+mtmu/vfOb0vrLwABcdCEEQIogheAM4fnoBhfjxI7xF00SlL9G0hbwxDbz3Zajhx9B4kxPOG9NJjX341HqHyvoR4HF23EF8UplPhuQuHYM2xErAMnGM320+VI7vM2OnrW/rsxjGY3p+qW8rRuJQw7Mitkqy9C97ZgtkDYvDRdaP9Lm7HbONbBYNeOTYJ/WJDMDQxFJFBamcVQ9J9KYuXdvk1CpaBrWEBYv/YENw+vQ8ULAuGAUz19WAYBkE6HZiG5EqOs1RWa4aVF1Bv5WGxCfhkcw54QcQ5Q+ORHhsi4b8qcPy4O79ZMGiwWoG0mGCkxQQjNSoIieFaxIRoEKxWQKfmEKxWIFSrpCBQCfl0QCgALL1nMha9ubnDfdYeK2m17cGfDmJ4UpgzS5ooAlP7ReO2qX1ocpDIVtOLpRs+3YXrJiTjqfMHe7FHRC5YloGG5SCKwHlvb+l0/8lprgXkE+kpOBYKjsWVY5OQHKlDhdGCu7/d59JrLTYBB/KrMP2V9YgOUTsn+YWGIBlBEME3PBZFe6mHphlJx6ZG4OPrR0Ov8Y9yoI6ve0GKtKuEEJdRhi3SFS3LuP9650S8vOI4tp4qb/c13+3K77DNJX8egZJjYOVb/y6uf2A6LZroJoZhEB2idj5+cF5/JEVoOww+3JFTgR05Fe0+/8W204gIUqHC2Ha580NL5iLET65L3EXJ2csfOehUHQ+Yvbu+7SDeT7bkAADiQzXgWAYKlkFeRZ3zWjEjLgTvXzOK3j/toFEm+aMkk4QQQgJFnF6NGjOPO7/ei/evHeXt7hBCCPGQCqMFT/55GNVGkz1bO8vBYrMHPx0sqHa5nWvG93YmBBAhQq3gcM+sdIRqafxG7t66dCDe2nAaNRaxoQIhA46F82cFy+DL7ae71ObqoyVIfXhZs22/3jkRI3qHS9l1j2PAIC0mGFkltc5t3+5sPWb98x0TMCo5wpNdC3i2JnPCx4trcO/3B3rU3htrTna6z5r7p1FW5DYMTNA3e2yxCdifX4X9+VUutxGmU+LlS4ZhRv9oKDiqCNpVPh8QarG1nz62s9ftbDHxtC27HLMHxCAhTOuc4OAoxS+RmfevGYnbv9oLwD6BSgGhpDN1Fhvu/mYfNp4sbTMwoiW6aPEN3+/Kx+JfupYhtKnSbpQO3ZlTgeJqk98EhHINEaE8BYQS4lGO9xxHi7BIN4zoHY5vbhkPQRBx21d7sOpIcbfaae+aZ/or6/HlTWMxJiWCVpr2EMcyuHpcMq4el4yTxTWY89+N3WqnvWBQALjsg+14bNEA9I7QISlC192uBpTEcB1yX1iErJIazH6t6+eksNrU5vZjRTVY+OYmbP7PTHAsAyXHQMHaM7/SmAqRM/r99QN0uydrdPoI8bzzh8bih72FWH64yNtdISTgiLQKiXiJKIp4Y/UJ/L7/bI/b+mp7Xqtt/9ucg8//MRbTqLKlrGmUHB6c3Qd6vb7Vc0XVJlz0bucJh1zRdMG5XKkULFbfNw0AUF1vRb2FR53Fhpmvbmi2386cSgoI7YHcFxa12sYLIkxWHvVWHrwgOiuHiWhMECSIjdvtm+x/Hysowz0/HpG8n6U1ZoqtaMOo5IhW59Bk5WGot8JgsqLOwqPWbEOdmYfRYkOt2YbqeisO5FdhxWH7vFBVnRW3NGTj3fTQDJoj6CKfDwj980ChpO21NUm19/E5rTLTEOKrOLZ55Pup0lr6giEdOlVixJo2Mim3Z9arG7Dy3qnoR+nPPU4QRLy7PgurjpbgQBdWx/TU7sdmI0SjgJJl/SqLtmNyl4bZ5InOm3w5YrApvoJ0xfLMQqw8UgyOYbD+RGm3Fja46tr/7cSM/tH49MaxbjuGP7PYBLy19iQKq00w2wT8eaDnkwntOVpowNUf7wAAHHt6PgXxtmPF4SL8fagQCo7F6qPFqKqzuuU4dRYeI59e1Wr7u1ePxMIh8W45ppzQtYu80fkjxMPoXoEQr4kMalwIXlZrRlSw/IMyCJEDGicj3rLpZCmu/d9Otx9nxeEiCgj1UwcLqlyqPumqzDPVSAz3n6CuUK0SoVolTpcbWz03NpWCQaXGsQyC1AoEqV0PddtwohTbs8thsbSfmKArxqZG4O2rRkCt4Cg7chdplBw0Sg4xek2n+4qiiPc3ZOPF5ccAAFNeWgeOZXDkqXlQK2iewBU+HxA6KS3SWbrMHc4dloAQjc//NxDipFI0DwhNjaSSfaRjQxJDcef0vu2Wh2zL3P9uRFSwCtsengUlpd/2mLJaM15ZecKjx5yVEeO3A7/OLIU02iZblLFJ3ujsEVfxgujMgO8p14xP9ujx/Mn64yV4a22WR4/5r1npFAzagdu+3OO1YyeEajA8Kcxrx/cVdM0iX3Tm5M0miFBwdBYJIaQrduZWAQBSo4L8dkyQEEJIo4w4PfpEBSG7rHWwmpRoHsZ/iKKIn/YUIL+iDiLQo3HAK8YkISZE7YyKj9NrMHdgnEQ99S3nv9M6aJbGzLzPZOVx/SfdC4pPCNUgSK1AiEaBMJ0KWhUHrZLDf+Zn+EWmW1/HMAzOG57gDAgFqCpoV/l8JOTmrLIet/HixUNw+ZjeEvSGEO97p8VF16O/ZeL5i4Z4qTdELh6c1x9Xju2NKS+tc/k1A+L1dAPnYTF6DTY9NAMlNWYoOQY5ZUb867v9bj3mP2emubV9b7I1XBTSBCEhhPi2zDPVHj/moIRQjx/TX3jjfFEAb8fW3j8N+/KqkFtu9FiwbrBage2PzEJwF1bj+zsajiTE80SRArIJIaSrlA0JJ7S04IoQj2Jgv3YhxNOiQ9RY+8B052ODwQAA0Ov1MFl5zHxlPc5Wm3p8nLmDYnvcBvENW0+V48GfDkrS1ne78jFnYCw+um60JO35sh9vm9CqWjHnR1UZfd0Pu/PxxuqTEEQRNkGEIIjgRRE83/0v36afjT/cNoEyvnpIYXU9Xlt5AuVGC9a2UQWXsoO6zudH7nfnVva4DQXLorzWDJZhwLIMlBwDncrn/+mEtKmyrnkq64LKOi/1hMjJqdJaLHpzc4f7fH3zOExKi/JQj0h7eoVp8cHGU/hqe55kbT66cADMNh7xoVpcNLJXwEyYOe6zaLUQId5B7zziql/2Frit7d/vmoT4MI39XrDh+48XRITpqJRLd73pxoDDrYtnQsExrc4Xld7pWJ/oYPSJDsZX20/3uK0//jkJKgULjmHAsQwULAuWtY+r2B/bx1W0Sq5V9YpAFhhX1/5NpNl5QjwqQIYlCPFJX+08AwA4Umjwck8ICSyBMiZPfJcoihBEwGwTwAsixHorbLyA3+6ahC2nynDv9wd61P6Kw0WYkk4l4+Xuod+OYfmRUknbXDQkXtL2fFV6bEirip2iKNLnv4c8JFEQc1tCNAokR+rc1j5ptOd0BS5+b5vzca8wLc5U1eO9q0diRO9wxOopM2tX+HxU5AUjeuFQDzOQ3P9j6wuYd68eiYUB8uVD/EeNyYqTJbXNts0dSCuuSOe2ZJXDbBM63Ocfn+3C8WcWeKhHpD0WXpA0GBQAnl121Plzy+/EpfdM9vssaXSvRYhn0XuOdNWS8wZh8YIBKKs145YvduNYUY1kbbdVqsch94VFkh0nkGQ9uwAWXsDfh4ravNfuiYkvrG33OTpfnbtmfDJmZsR0+P/YmfPebv8905YbJqZgyXmDun08f0IBhTJF1y2yxgsiqCCEvNFnJyGeNz09EocLazvfkRAiOfrWI97y+/4zbq9G99X2PMwfFA+WBWpMNig5BjP6x1AwnIxsPlUhaTBooI3lVddb8WWLxdq/7D2Di0cleqlHgeXoU/NRVmsGyzLOCqiCKIIXRCw7VIjn/z7WSQvtqzHZMO65NTi0ZC5CNJS4QEoWm4CqegsqjVbklhvxzrrmySh+vmMi4kI1Xuqd/Pl8QOiktEjJ2xzSKxTjKJ0vkaGWwaAAcNU4Kp9IOnf9xBRcNyEZ27MrcOVH29vcJz02GAcLqhCsVkCr4hCuU0FDpYM8TqPkkPP8QphtAmyCPZU9L4oY+fQqtxzPaObd0q4voHkl+aPJQZmj00dcxDAMtCoOb6w5KWkwaMfH9Mhh/JKCY8EwjOTBoB2JDFJ57Fhy9ueBs7j7230ePeZnW3MpIBT0meIP6LJFnkRQti25orNGiPe8s7HnWeUJIV1H333Em7LamF92h2v+t6PZ44+uG405lNhIFqrrrbjz+8Ndfl2fqCBwLOMMvLMJIuL0GtwzK90NvfQtoiiizsKjwmjBlJfWtbnP3EH0+y+1SqMFxTUm6JQKMIx9oej0V9a7/biXjEqEluImuqS6zooigwnFBhN+3lsAi02AgmNRXG1CoaEe5bUW1Fnaj1MYlRyO8CAKwO0Jnw8IDVa338WEUA2+unkc4kI1qK2pAccyCNXrwTIMGIYGBIn/aRkYs3hBBjiWfs+JaxiGgUbZflnHzDOGVhmB9jw2G5HBlHrb0+znqvGisqtBcVPSo3DfnH5QciwUHIOoYDWiAvA8Cg3/bwqWypnKEcsAAs3MyxJdmZCuMtt4vLf+lMu/O0+fPwjzBsVBwbFgG+77WAbOMuOM82fQvaEb5JYZ8cU21yaRhyWF4ZVLhiI8SOU8J3S+pJdbZsTn23KxIrOow/0SQjX48uZx4Br+71m28Tw4fu7sOTo/xN/Qb7O8CYIIGhYjhJDuuXtmmre7QEjAocXvxFvun9sf98/tDwAwGAwAAL1eD8B+Tc03BPPxDT8LDT9beAETnu9eFZLEcC2m9aMS8nIRqlUiJliFklpLl16XXWZsta2gsh4RQSrUmKzQKDkoOf+bo/tiWy6e+L39ANrs5xaCpZvVHrPxAoY/tQq1Zpvbj7XpoRkI0SgQpFb45e+sp606Uoxbvtjd5nM6FYdhiWGYPSAWEToVwnRKhOpUSInUISZEg8hgFZ0Difh8QOijv2a2+9zZahNmvroBN0xMwfHCKjy+IB2R4fSLQfzX6fK6Zo91Ks4++E0XFKQNJ4trMOe/G3vURo3JRgGhXmLjBWzKKgMD4LYv93TptZtOlmHTybJm29QKFonhWig5FmoFC5WChV6jxAsXD0V0CJ1j4nsYhqFBUkICxFfb8/D66pMu7//474fx+O+HnRkGVh0pbvb8lWN727/bRNGZ8W1qv2iMSaEqEVK45n87UFBZ79K+B/KrMOe/GzGxbySC1QoU15hxIL/K+XyQisNNU/rYHzQ5X1eN6434UK20HfdjV3+8A2eqOj8nZ6tN+HhTDoDGjJYMWme3ZBpC5Byr7G+e0gepUUFSdtkv0VWLzNEJJMQr6K0nb3T+5G1Ucri3u0BIQKF1dcRXsSwDFgxOlRrwyWb7mIEowhkk2hUxIWrsfHS2O7pJPGD1PePwn9+O4W8Jysaf89Zm58/+WDq+s4RdfR5Zhvvn9MNdM9IojqMHSmrMHgkGBdBulte2fHzdaMym7McdGp0cjmGJoThQUN3quToLj23Z5diVW4HIYBVCtcomf5o+ViBMZ38cpFZgeFIYVAqKB+wKnw8I3XCi8y+cz7bmAgAWvrur3X12PDILsXqNVN0ixCvmD47DfT80lmZ84vfDmD8oDjH0u03aEKpV9ijDnj9eoMvJ838fw/8abr6lYLYJOFXaeqXemGdX24930RBcOba3ZMfzJSJNUcgSLXggJHA8/deRbr2uZSCow7c781pte2ttVqftfXPLOEzsG9WtvgSK3DKjy8GgTW09Vd7mdqOFx5trWgcDu3K+ACDzyXkdVhUJFL/cORF/HjiLFYeLsCu3ssN923p/dObrHa6/5v1rRmH+4LguH4MQb6GMt/Km4BjYqKyALNF7T94cE+A8T+8/OTpvSAz+OFSCGz7dReO/hHgYfWoSb/py+2k8/lv7ibikUFJjxqO/HsLj5wxsVgWPyMPZapMkwaBN+Wvp+KvHJePy0UnYdLIMD/18EPUWHmkxwdjfZCH8q6tOID02GPMHx3uvozKXEKbF/ifmYHt2Be79fj+CNQrcMDEF6oagQEEUIYj2IHZH1UhBsM8KC6IIUbRn5/5mZz7Kas2S9Ss+jGJzOhMepMLv/5zsfCwIIsqMZhRVm+x/DCYUVptQXmtGdb0V1fVWnKky4chZA6rrrTC2U0p+zsBYCIKIayYkY0b/GE/9c2TL52dO4kM1KKw29bidKz/ajqRwHUQA145PdmaTIURO8itaT75+uDEbj50z0Au9Ib5IEES8seYklmcWQYSIPtHBEEQRFpvQ5cn7pQcLGy6k7H94AeBY4NyhCVBQmm63EEUR/119El9tP40KY9fKMvRURJDKo8fzBMcEEyWZlCcR9vK0hBD/t3hBBl74+5jzMcN457N7V04lNEoOLMNgUIKeypK0IVavwZT0KGw6WWYvHQ77921XM0ZIZc/pSug1CiSEaQN6AWisXoObp/TBzVP64ExVPS56dwuKDdINcnbFxpOlEEWxRfabxoyjABAZpMJoythLCJEAyzDdXgRLfAPdr8sT1/CdbhME73aEdMuE1HD8cagEAGC28VArKGCHEEL8VXmtGS8uP4Y6C4+/DhZ65Jhf78jDvEFxmErl4mXn020Fkrf55pqTzsXg/rYQRcGxSI8Nxj0z0yDCfm8zvX90s0pYb67JooDQHgrTqTB/cBzmD57f7TYuGpmI89/Zgup6a4/7ExWsRq8wqmzVVSzLICZEg5gQDYYmdr6/lRdgaAgUrTBacM+3+xAfpnUmCVlzrASpUUF49+qRSIsJprmcdvh0QKggiBiVHC7JBUp2qRHZDZnRNp4o9bsvHOL/LDYB815vXf774805uH16X0RRWW8CwGCy4o02six1x13f7G1ze35Fvd+u6PI2UUSbWbI84avtp5FfUQdRtF+UXT2ut+xXcDriEGh+iRDvoPcecdXt0/ri9ml9sTyzELd/tddrgQH/XX0C/119AgAwf1Ac3r92lHc64sO0Kg5f3jQOADDz1fX2e2wvRnJc/8lO58/7n5iDMJ3/LXDpql5hWrx79Uhc/N42rxz/mx15+MaFjKKf3jiGVnETn0JVBeTJvoiEzp0c0f26vDkCsTsrlUl807d7zjp//nnPGVw1zj8rBhHik+iLj7jZsSIDCqtMUClYKDkWj/+WiePFNW4/7sIhcTh3aAI0Kg6xIRoMTNC7/ZhEekrOfdd2faKC3Na2N01+seMy4+cOS/BQT0hHUqKCsP6B6Rjx9Koet1VWa8bwp1ZhbEoEPvvHGOhUPh1yJ1tKjkVksBqRwWr0iQa2PjwLAJBVUoPZr9ljpnLKjFjwxiYAQEyIGjsfne21/voqn/7tzDxb3W4w6D8mpUKlYKFSsFArWIg2C1QcC32wzrldxbFQcAwYNP/yoosQIkdKjsGScwfip70FyDxjaPZcaY2ZAkIJAPsqmV2PzkZZrRlZJbW4+9t9XW5jzsBYsIw90wbLMGBZBhxjz/4UplPi5impbug5AeyBmEvvmYxFb272+LE3nSzDppNlzsf5FXVYct4gj/dDSo4sVDRBSIhnUflH0l19ooM9fszRyeFgWQaCIDYpMSPi33No8UtnRvYOdy669JTEcC0SQrX2kj9oLAs0OyMGeo3So33xZd7Oljq9f7SzdJPjMqzp1VhyhA6T+kZ5vmNuxDL2zxEiP3TVIm+UIVS+6H7dP9Dpk6fC6sZM8ssPF1FAKCEewjAMxYMSt8opM2L+65u8cmwlx6Kw2gS1ksWUNP+63w8kZUbXsydu/s8MhOtUCFL7dLiR2/1192R8u9O+MPrrNhZIv7j8GG6ekkrZC32AVsWhf0wQjpdIM569M7cCFUYLBYR6WFpMCHKeX4iz1SZMemGtc3tJjXeqZfk6n/7tPO/tLc6fUyJ1UHAsskpqcdvUPnh44YBm+xoM9gA5vZ6CPYl/YhgGN0xKxQ2TUjHvvxubreiK9MNSz6T7okPUiA5RY0C8HhP7RsJo5jH15Y5XKDl8d+t4jO8T6eYeko4MSgjFvsfnYPEvB7HicLHbjhMVrMKM/jHgWAZKjgXH2gOAGcZ+8/7PmWluO7an0OQuIYTIy768So8f85FFAzCyd7jHj+sPHOVZPOn2aX1xzfhkjx9XbhLDdRibGoGdORUeOV5ShNZ+HQng4pGJ+OfMtIBbHKDkGFh4mt6VMwpqkieWMoTKlmNC1GSlkuNyFmBf937jP3P64IFfjwGwV9MjhHgGfWQSd0uJ1OGRhRnYklUOi02AlRdgE0TwgtjwtwBeEGG18agx86is63npZIff95/F7/vtGag5hsEVY2mxgRwtP9J4XbBwSBwA+72yKNqratj/tme9TAzXeamXvmVwr1A8e+EQAMBNk1Pxx4GzKKwy4fvd+c59jhfVYHCvUG91kTTQKDn8ePNIAEC1TYEpL7kWO9HSXTP64sF5GVJ2jbjAZOUx6YW1KDda2nz+ohG9PNwjefDpgFCH3++ahGFJYd7uBiE+o2V6/0NnqjHLy1lgiO8RRRHLDhViR04F+sUG40RxbYf7Zz45D8EBvpLLV/CiCJXCveXaZ/SPwcuXDnPrMXwFzQ8SQohvM1l5/LrvDExWHkMTQ3GwoNpjx/55TwEFhHZRTpkRm0+W4oqxSVh2qBD5FfUeO/aTfx6mgNA2rD9egjNV9RAEEdX1Vryy8oTHjj1vUCw+uHa0x47nq6y8iBANTfHKEQUzyRsviGDpJMqS0HCjrnBjWUriPo5hlpaV2Yg8KNjG87b0nsle7AkhgYcWshB3YhgGt07ti1un9u1wP4PBgCNFtbjik65XGGzLVeN6g2MYsAyQFKHDpaOTJGmXeNeyQ0VY98B0pPppqXd36BMdDL1Gidd3n2y2/ebPd2P7I7O81KvAxQsi/jhwBoZ6G2pM0o2XXjgiUZJ2SOcsNgFP/nkYmWcNOF5kcC4oHZoYigWD4xGuU0Kr4pAaFYQhFHTdJllE/ny0KRuvXDoMGqV7g2MIkYOsktZBff3jQrzQE+LrTpXW4vHfD3e63y1TUvHwggFgWRrE9RXLM4vw54GzPWrj9ml9ceXYJCg4FiqOhUrBQq2w/xwo5zrQMlMRQohcPfXXEXzTRkkdKbx66TBM7RcNjmXsg9MsnFmxATjLWhPXzXhlvdvaXv/AdASpFc3OF8sw4BquXVRUXqmV3bkVuOHTXZK2+cU/xiIiSGU/D44/DZnkgcbgD4YBEsK0kh5brkxWHlolLdKUM5qblydBhPM7gsiLxWafyKFrMXlyBDSxdPpkKbu8cUHXoASaOCXEU+iKhfiSgXHBOLRkLuotPMw2oeGP/WerTcDn23Kx7FCRS23dMa0vkiIoW6Q/svGUzd9V+RV1uOWL3ThW1JjU647pfTE5LQqjkikZgad9sjkHT/11RJK2Pr1xDAbE6WETBPQK09Lcs5s8v+wo9uVVIS5Ug7NV9SisNuFMVeN9y/UTkjG9fwwmpkVC7eakWv7EpwNCf7p9Ai55fxv+OliIvw4WAgDevmoEzhma4OWeEeI9d3y1p9njX++cSGnZSSs2XkC4ToXXLx+O7DIjbLyALafKcSC/qtW+X+/Iw6OLBnq+kwSAPSuGycrDwgswmm2oNdkwMEGP++b0Q2mNGV9uP93m6548bxCun5ji2c7KFE3uyhetmpc3On/EVQ/O7Q+OYdr9znPY89hsRAarPdQr0p6fbp+Ab3bm4Ze9Z9rd54aJKVhy3iAP9ipwjewdjsfPGYh1x0qwOaus3f1yX1jkwV4FHqsgQklZ7mSJzpq8MUxjpkkiL40ZJokc8Q0nkDL0ytOb63MBAAsGx3m3I4QEILpqIb4kRKNEiEbZ5nPj+kS2uf3F5cfw3vpTzbZRMKj/mvPfjXjzyhE4bxjF5nRm1ZHiZsGgOx+dhZgQWjjsDcszi7oUDEpjpt5nNNvwwcbsVtsjglQI0yrx1lUj0Dc6mBJIdoNPB4S2tfLkn9/sw//9frhVSSdRFMEAYJosS2WAVhksbIKA964ZhTEpEW7qNSHu1XSgLTlSh8GU/pi0kHmmGue8tdmlfYPVCuhUHCa9sBYcyyAiSIV3rh6JXpTpx622ZJXh6o939KiN//vjMP7vj84zwHYkKliN728bj77RwT1qx1c5Pi5FGmqTJYahQVK5oilB0lUaJddpMCgAjHpmNQB7iUN7AIg9CKS7cSC3Tu2DRxYO6N6LA5gIdBgMCgCfbc3FZ1tzAQBKjunxuQKAz24cg+n9Y7rfgJ9iWQY3TU7F9ROSkfbo3+3uN+e1DRDREDjVcD6anhf7YxFmm4CqOisAoH9sCGL0ameWVpax34/G6jV4ZOEAaFU0CEcI8S4GtABQrhxZv608nUA5ciTmpYBseYoOVqG01oK/M13L/EYIkQbF0BNfllVSg6+2t67e0/L39tMtua32SVm81E29Aj65YTRmZsS6rX3S3NS0CGzMqmi27Z5v9+Hpv47AyjeOF7Xlt7smYXhSmJt76Fm8IOLZpUex4nARxIZxNBENf4tAWa253deOfXYNbpmSSgmZvGBav+gu7d/v0b9hEwQILtzapETqsPLeaVBRpQtJBakVeO2yYTheVOMMDGUYoMJoQYXRgkVv2uNeooJViAnRIFSrRH5lHe6cnoZZA2IQq6fg6/b4dEDoZWMS8cmWnFbby42WHrX7zY48CgglsnWqtLFk/J3T+0JJZRNJC70jdQjTKTu8MHeoNdtQa7Y5H+dV1GHZwULcMrWPO7sY8PpEByEiSIWKNr7PdCoOdRbeI/0oqzXjQH6V3waEcoxjMQhNUMgRyzA0uUtIgOBYBkqOcTkgQKrPdRsFIHRLuE7Vpf2lCvSg74SOdVYy+WRJbYfPt+V4cQ2OF9e0+dzABD2uHNu7y236KwpKkz86ffLEsQzd78mUo1S8yUZlKOXIMd7C0/tPlkprG8cjX/j7GBYvyPBibwgJLHTPQHzVhe9sRU2TuUJfcbq8zttdCBg2XmgVDOpQWtN+4KPDm2tO4q4ZfcEwDPQaBdJiQqTuoseVG81txiq56qNNObh7Vjr07WTiJe6hVXHIeX4hskpqwbIMskpqcduXe9rd38K7fk+aW15Hi+Lc5KKRiQCAhxsSeNRbeJytrkdRtQmF1SYUVtXjbLUJpTUmbDxZBotNwCO/HgJ+BY4/M5/KyLfDpwNCM+L0mJIehU0n2y971h2/7juDX/e1ndHEH1cvEP+y89HZGPn0KgDAw78cwuVjaBKONKfXKLHhwRm48sPtOFJocOk1n9wwGqlRweAYBkkRlB3U3eJDtdj7+BwYDPbzo9frmz3/854C3P/jAQBATIgaCpbB2WqTZMf/7tbxyIgLgU6lCIhVTLT4Wp5YhiaXCAkUKgWLk88ubLat1mzDsCdXuu1zYP0D05ESFeSWtv1dWkxwq1I6646X4MZPd7nleOE6JfY9MdctbfsThmGc56XWbMOVH27HoTPVPW73natGQqfiIIgieMH+R6viurza3t8xDEMBhXJFqZpkzb6IjN59cqVgGdi6MPlGfIezIgu9/WQpJkSFkhp7UOjFI3t5uTeEBBb62CS+asW9U7G8IXN0Z7+ngiDCKgiw8SJsvACrIMJk5VFjsqHWZIPRYkNlnQWZZ1ybn3SgGA3v4lgGV41OwDe7z3br9WuPlWDtsRLn4w+uHYV5g+Kk6p5XTH1pXY9e/8G1oygY1EsYhkF6rD0ouW9041h203n5DzacwovLj4FlGLAsA4sLixVznl8IhsaRPEKr4tA3OrjdpFbrj5fghob5iJ/2FODqccme7J5s+HRAKAB8edM4AIDJyqPWbIMgiLDwAiw2AWabACsvIPOMAXtySjEoPhg8o8Szy452+3gapf8HxhB5C9c1XjhQnAxpT6hWiWX/muJ8/MOufDz088F298+I0yOBysT7jItHJeLiUYkd7iM2lPT8cGM23l6b1aUVTFd8uB2Hlsz1+2BQBUsZKwghRK6C1Qosu2cKzDYeJQYzbv5id7famZURg17h2maT1SJEfLQp214+WxCRFKHD7dP6dpphkbRvbEoEfr9rEhjGvrDl822nu9XOFWOSoOBaZ4h+9NdDzvMFAA/Nz0BEUNcylQaSYLUCf949GYD9/8xoscFgsmHSC2tdbuPKsb0RrOZwoKAKQMMCm4a3CAMGO3Iq0GQTrhmfTPcTFBUjaxRUKE+CKNL3t0wJoj3ru9rPxyX8Hc2FylOIWoE+kTp8e9tEmtAmhBACAEgI0+Ifk1MBALllRhhM9gqELMOAYxnwggibYA8Atf8twuYIChXsP/OCCCsvghcE+9+jRFh5Ac8s7Txu480rR1AwqJcxDIPFc/ti8dy+ziQ2uWVGHCsygBeAgso6PP/3MZfaOndYAialRbmzu261K7cC3+3Mh8na9cVrUcEqfHbjWAiiiF6BPk7m426b1he3TevrfPzAjwfw056CdvenYFDfMiW9MVnBo79mIjpYjbkyD0J3B58OCBUEEe+sy8KHG7NdSlP+837X2t392GxEBat71jlCvOTttVnNHouiSF8+pEPHi2o6DAYFgPhQjYd6Q1yx53QFrv3fTreWjv99/1lcM55WyxDfZeNFKDj6fpMzCqsgXfXZlhws+fOIpG2uabIyvSNDE0ObDSKQjtWabbj0/W046mI2eld9tyvfpf1YlsFzFw6R9Nhyd7K4Bpd+sA1VdVZJ2vt2Z16X9l91pBir7psmybHliAF978kVXW3KmyjSYmm5Yhr+2OgEEuJxeZX1OFVWh9SHl+HIU/OgU/n0NCEhfoNhGFpERnze34cKccfXez1+3IWDKYjHF6w+Vob//H4MVr77n1WjksOxYHAcNhwvhQh7pZmYEA0m9I2UsKfuden727r92rJaC855a7Pz8V93T8bgXqFSdIu44GBBFc57e4vk7b5w0RCKx/ERZhuPp/48gq93NB+7Hpsa4aUe+TafvtM7W12PV1edcGnfxDANbpvcG8FBWpworkVVnQUqjoWSY6FWskgK1+Gy0UlgadU4kTmNkmv2eNPJMkylcn2kwQcbTrm8Qsvh5ztoNbi3fLfnLJ5bccotbadGBeHcYQnoGx2ExHAteMGeKVMQRSg5FmNSwt1yXF9Cw2vyJgDg6LNJlui0ke76bGuuW9qdPSAWU9Kjmv1u2rMdMlCwDOJCNRQM2kWlNWbJg0EdHl6QAZ2qyT2PY9KMYcA1nLPzhie45dhytuposWTBoC3dN6cfOJaxl2aG2GoOUxRFXDIqyS3Hlgua25U/On3yxLEMBHrzyRrdOhDieVPTIrDmeDkAYOATK5wlNAkh7kXfecTXiKK9KqvJIsBs42G2CT0OBt344AwoOPvYjYJjwbGOnxkoWNaZ3b9p2WbiO77YeaZHwaAAsOd0Jfacrmy1/btbx2N8H3kEhW56aAa2ZZe3+bndcj7dsUC4zmLDE78fbrX/OW9txqaHZiApQueWvpLmtp0qd0u7H23KxtDEMPCCiH5xwVAruM5fRNzCbBNaBYMCwI2f7cIvFPPSik8HhCaEapERF4JjRTWd7ltQZcLjfzUPHo0MUmHP43Pc1T1CvKJpdHuYTonJMk65TqRjL8UgoLTG3OXX5pQZMSrZ/4MDfYmNF2DhBbeWRsspM+LNNScBAJPSIvH1zePddixfR9d+hBDi20TRvlp8xb1TUWIwY8pL6yRtf/XRYqw+Wtxs26yMGPzvhjGSHidQCIKIpHAtjj8zH59vzcVzy7q2GKkzbS1uovPVuXOHJuCl5cfd0vZrbSzU3fDgdCRHBrnleHJEGULli+4V5I1jmR5PWBLvEEQRIkDJGwjxguIaS7PHdRYbZQklxEPoqoX4gos/2oOTpXWStvnpjWMwo3+MpG0Sz3vuvP5Y+O4ut7R9xYfb8dVN4zA53ffjGpIidN0K4Kw121qNzZ03LAGJ4VQ63lOaloEXBBFWQYCNF2Hj7T9XVBnwx6FivL3hdJfaPVVqxMI3NwEAxveJwHe3TpC878Q1eo0Sx5+Zj/15VVh7rAQfbMwGAOzLqwIvUOXJlnz6Lo9lGaiV3Y+uLjdakLJ4aavtS++ZjEEJlJqZyE+9hcf57zSmua6qs6LOyiNY7dNvZeIGv+wtwH0/HJCkrQd+PIAHfuy8LTmt3vJlvCAi7dG/PXrMLVnlbX4fNjU2NQI/3EYXsIQQQjxj1ZFi3PLFbq8df82xkk6/G7ti9oBYfHz9aMna8zUfbczGs8uOeu34Up8vh4+uG405A2Mlb9cTXvj7GN7f4J5M866Y9vL6HreRHhOMP++e3KoKhhwxDAORshQS4nFmm9A8qzSRDZZhwMA+SUfkh06bvKVEaJF51p6E5epxvSkYlBAPoYVIxNve33AKL3SxwqCr6NfbPySGabD1/gn4bl8pdp+uxFaJsy3mlBtlERDakpUXsOCNTcgqqe3yax9dNIAyFnrAsSID5r++ya3HiApWQavi8PCCAW49DumcWsFhRO9wXP7hdue2/U/MgYJzXyIuufLp/5HqeisO5FdJ3m7mmWrJ2yTEE8pqW2d/nPHKes93hHjdgHjPl1Eor7V0vhPpFMsAt0/r6yyVoeIYaJUcglQcQrwY3N3W54vc0aQ8IYT4rkEJekQEqbzdDclsOFHi1wENE9P8c1FQkcHk7S5022g/yPB/sqQWJivv7W5Ixn8/AfybY1qGbh3kScEysNgEb3eDdAPD2MdHrH58/eTPVA1ZV+r96Hs8kBhMNufPX+/IQ1ZJ5xX6CCHSoG894k1SB/c1dftXe9zWNvGs19bk4M21WZL9vvSO0GHno7OQ9ewCXDs+WZI2PY0XxG4FgwLw6mLuQBIdrEasXu3WY5TVWpBfUY+lhwrdehzSNhsv4FRpLTadLMV3O/NaLXAI0/nPXJOUfHrpX6hW2aPXP7wgw5kSmBB/kBShw5PnDcL//XHYue3VS4d5sUfEWwbE65H7wqIO9ymqNuGbHadRZDDhh90FLrXbO0KHjQ/NkKKLpB0Mw2DxggwsXpABg8EAANDr9ag0WpBVWotakw0fbcpGRpweDGOfmBREERZegNUmIPOsAUcLDT3uR87zCwNoVVqg/DsJ8S0UWEE6khCmxd7H5zTbVmexocJogSgCe/Mq8a/v9kt2vI0PzkDvyK6X+ulM0+9yfzYoIbTVtWdZrRn1Fh6iCJz79mZU11slO97BJXOh1/RsPMDfzR4Y2+b9QH5FHUprzWAA3PLFHskW/Vw0ohdeu3y4JG35I4ZqxhPiFTZBhErh0/kOSDvMNgG8CKp6JFOOOF42YMaV/EvLzMp9o4O91BNCAgt9YhJv++IfYwEAn286gf9belKSNhNCNbh7VjpmDaBy8f7igdl9kBobCkEQUWu2gWEYCKKIDxvKMne5vXn9EROikbiXnqVRcp3OyQPAW2tO4tVVJ5pt6xVG5eI9ITJYjX9MSsXzbsqC3NTFIxPdfgzSWsvqqwqWwZBeoTDbeNw9M91LvfJ9Pj/iMjYlAjtzK9p9Xq1gwTJMm6tRK4wWrDhc5LzIZhpK0QAAL4owWXkIoohhiWHoQze9RAZ4QcSoJplgrhrXG1P7RXuxR8SX3fLFbhxyMSNySqQOV47tDYYBLnt/G44VGSCKwKKh8ZjQNxILh8RDSWm23WrE06uaPZZ6teZFI3uBAePMwvHwL4caytQwYBngdHkdigwm/HLnRArAIIT0CEND3KSbBj6xwm1tT315Xattt07tgyG9QluVbWPAQIQIXhCRHBmE4UlhbuuXXG04UYrrP9nptvaHLlnZatv8QXFYNDQeQNul9nhBhCgC8wfH+UUJ8u7IKqnF7Nc2dPl1CpaBrZMMbb/sO4Nf9p1xPn75kqFdPo6DY1FS3+ggjOgt/0yngH1yl+JB5Y7OoByJokhXnjLl+C6nyh7y5Lhu0CgC85pL7lYcKXX+vO6B6QG0YJwQ76OvPeItlUYLftyTj9zyOlTV1jd7Tskx4AUR3UncfsmoRFw5trdEvSS+QMkxuH5iCkRRhCDYY2p4QUSF0YKf9riWfAgAHpzXH3fNSHNjTz3v8NlqbDhRCpaxz6s2zrnag2ZbBoMCwDNLjyItJhjT+1PQtLvNHRSHjzfnoMZkhSDYky3Z/0h7nHmvb0Sf6CCsuW8aXUd70M2TU/Hx5hzn477RwTh0phpPnjcI5w5L8GLPfJvPB4SKnQzImjsoC/RBF1YquBLVT4i3Lf75IH5scrH1zY48PHfhEC/2iPgqs413ORgUAHLL69pcNfPdrnx8tysfRwtrsHhBhpRdJE1YbALCdEpU1UmXWaulX/ae6XwnAE/8lonXrxjhtn54Ek8DbLJHp5CQwPLIwgw8t8z9q3gdXF3Z7q7sonI2PCkME/tGurXcWEvLDxdh+eGiTve7/FQSXuxBsKKc9Y0OwiWjErs0QA+g02DQtjz408Euv6Ytmx6agaQI+b+/GIah6xaZosF7eRPR9iIBQoh7OUrGm3keAC0qlpum1yz/+fkgfrhtgtf6QkggoXsG4k1vrDmJz7bmtvmctQcTKW+uzcKba7MAAHsfn4OIICrZK2dWXsCoF7dI0tZfBwuRX1GHO6en+c246qI3N3frdQfyqykg1ANSo4Kw69HZEEUR3+3KR265EYIgghfslcm+25Uv2bEcVbNoPMK9bLyAH3YXoNZsxb78qmbPHS+uAQD83x+Hcf3EFM93TiZ8PiB0V25lt1+bEReCpAhdw4or0bnySoQ9e0OQWgGWAUUME9m4aUpqs4DQmyanerE3xJcp2a5n87xgeAKigtX48+BZFBvspSWH9ArF4F563DGtr9RdJE2U1ZrdGgza0osXD4HQUIpeFO3fiyeKatArXItbpvTxWD/czdSQPTxITRkr5IrupQgJLLdO7YtPNueiyGDyyPEWDY13zoY2XYjoGMxRsCzGpEYgKYJK+7QUqlXikYUDcM5b3RsI7Y5FQ+KbPW65eJRjWShYBg/M6++xPvkahmEQE6KWvN2xqRFQcgxi9c1LfDmy6Tp+dhAhtsoW3dZi31HJ4UgM94/3l8UmQMnSlYucUbYmeaLzJl98w2IEjj475Y3eg7KUEKrG2Wr72O+UtCgv94YQQogn3DunH1IideA4FpxgxV+ZJdia3f0YjLZolFRlUO4ULIOrRifgm91ne9zW0UIDjhYacKyoBr/dNUmC3nnfL3dOxMrDxfbsqQ2ZJ8WGudbvd+W3WdGYktJ53qaTZXj4l0M9buf5i4agd4QOKgULjmVgsvDQqDiMSAqjxcUe8vv+s3jk1+bnUqVgMTo5HHGhGuzPq8Jv//SPzxd38fmA0CG9QtvNcpcUoYWNF2HlRdh4HrwgwibYB5Sm9ovC21eNDNhSccQ/ZcTpmz3+3+Yc3Dm9LyKDpZ/0I/LGsozzIlMURaQ+vKzdffvFBuPa8cm4ZnwyGIbBY+cM9FQ3SYOEMC0OLZmLOgsPBnAGazoCNs02HrNf29jt9oNUHBYNjYeCY3HNuGQMTNB3/iI/wDZckEtdDoAQQoh7mG08njx/EG77co9kbSZFaBGiVoJh4CzhwwC4eUofWhjYQ+FBKtw2rQ8+2OB6ZY7OZMSF2M+R41wx9sUBT54/GMOTwiQ7jj/rHxfS7ddGNmTycFw6KVgGH18/GkMTw3reMT8ngoKaCPEWmoiRJ8f9Ok837LLkOGv0/pOntOggZ0Do3EFxXu4NIQGGVrMQLwnVKnHDJHuSIYPBgKl9w/HwX1kobrIou+XCzqYEUQQvisguNba7j07l82EnpBMMw2Dx3L547pIRSFm81OXXXTY6EaFaJdQKDioFC7WCbfibw8Ih/nOtMbJ3OEb2Dm/zucfPGYi+j7Q/F088Z0p6FKb3j8b646XdbmP2gBisOVqM9NgQ3DenH5QcBbx7wwUjeuH73fnYmVPh3GaxCc2qlu3Pq8LUftHe6J4s+Pw3c1vBoLsfm42oFgFwBoMBAKDXB0aQCwlcOc8vbBbcp6agZ9KJzgZnTxTXQq9V0iCul4VolAjRtF1m67WVx3vUttHC44fdBXj6gsEBEwwKUKp+QryNhrhJVz36a2aXS1135u4Z6bhsTJKkbRJ7Fu5JL6yVvN2/7p4MBQ2wdZuVF/Cv7/Z367WXjErEK5cOk7ZDAYSBfSEekS86e4R4llrBggFgtgne7grpARp3kae3Lh2IYc/bM/0fKzL0aEERIcR19JlJfIleq8SXN41zeX9eEHG2qh5TXlrX7j4pi5fi739NwYD4wJmD8jcvrDzVreygggg8uiiwkw1xDYmacsuMmP7Keuf20+VGJEcGea9jAYhhGHx241iIoogDBdUQRBEMgF/3ncEX20671MbqoyXOv99bf8q5/dc7J2JEO0HBRHpWXsArlwxDZZ0FBZX1OFBQhQ83Nk9OcaK4hgJCO+DzAaFtGf3M6ja3v3bRAFw0li4yiH/b0SQCHgCC1bJ8GxMP4QURt36xu9P93lhzEucP7+WBHhFXGc023Pz5bmzLLu98ZxfpNfR5QQjxABrgJt209GChJO28deUIhOtU0KrYdldtk54prDZ1vpML0mKC8eR5gyCIIvpEB1MwaA9c98lObDzR/ZXvz180RMLeBB6WAXiKKJQlumyRN7FhYofID8Mw4FiGPjvlis6brL23Kc/5c2oUBSgQ4kn08Unk4IEfD3RrwbZKwUKvbTvpCZGHCalh3QoI/WlPAX7aU4DIIBX2PD7HDT3zfe29byiOQ1o1JiuGLFnp7W4QN9ufX4UL3tnS6X7L/z0FKRRw3SGf/gTqanaFcB1dZBD/Z2sxUlpVZ0GYTuWl3hBf99bak1hzrKTzHUX76r1hiaGYlBaFrJJamGwCBEHEvXPSMSIpHCyVQPSoYoOpR8GgUcFqqBUs1Ep7WQYVx+CLbafx7c48KDkWSo6FgmUafmaalXJQK1moOK7hb7bJ3xxOlxkRrFFg9oBYqJUsNErOXv6BAjgIIYT00ILBcfhl35ket6NgGUxOj5KgR6Q9OpU0VQoqjBakRgUhIUwrSXuBbExyeI8CQtMf/RsA8MwFgzEjIwa96Jx0iUbJwWjhvd0NQgKOCMq2JWe8IIKj8ydrdPrkqX9s46TpTZ/vxq5HZ3uxN4QEDvrMJHLRO0LXrdddMy6ZxhJkblLfiB69vtxokagn8tMvNrjN7RQkLS0FyyJWr0axweyxYy4aGg+Thcd1E1MwKCHUY8cNZJFBrsU+zX99k/PnB+f1x10z0tzVJdny6YDQ6nprh88/cc5AjEoOh0bJIV5H66pIYGg5uV1SY6aAUNKuGyam4FSpEfkVdYgIUmFsagSsNgEWXsDu3EpnwGF2mREAcKCgGgcKqpu1sTmrrFW7vcK02LJ4pvv/AQGsT3Qwcp5fCCsvwmTjYbLwMFkF1Ft51Ft51JltqLPwMFrsf9eabKgx21BhNOOr7Xkoq3XvxfCTfx7p8Pn/Xj4MF45IdGsfCCGE+JfXLh+O1y4fDgDYmVOBfXmVOFpowG/7u7Yy/Y6v93a6z/4n5tA1dA/E6jXIfWERAHv5+B9356Oyzor3N5xCXReC4iqMFkx0ofT8n/+cjCGJNODWkbtnpePuWekA7OekwmhBVZ0VtWYbbvpsF2rMNlw5NgmVRiuWHy5qt53Hfst06XjpMcFY9q8pUNKiIAD20mCgkvGyRqdPvii4Qp5EUYQIgKWIXlmij0x5G5nUeF391HmDvNgTQgIPXXMSX3ewoAqvrTrRpdeoFSxumJiCaycku6lXxFMULIOoICXKjB3H6LTlgbn9oOBYvLf+FMSGq8UrxvRGhIuBXXJ369S+uHVqXwDAY78dwlfb7RnZa002hAfI/4EnaFUcdjzStcVMoijCbBNgsvIoqahGvZUHp9Ki1myD0WzD9uxyfLQpp93XO6qaNU3Adf7wBLxxxYju/SNIp5IidM65h6bqLTzKjWYsO1SIN9dkodZscz738orjFBDaBp8OCA3TqfDQ/P54afnxNp9/6q/GYJQ4vRoLBkZDqVJhZO9wzB8c56luEuJRn25p/oWkVUqTnYf4jw0nSnH9JzvbfG6tK9lCXdDeSifSM6IoYtD/rehSIIVUooLVYBn7ZAzL2Af3rbwIKy/Ayguw8SIsvOBye70jfCdFe1czjhNCCPG8/Io6THlpnceO9976U3hwXn8qUd5Nv+07g39/v99jx9uRU04BoS7o6D4AAL7dmS/ZsU6W1EKgaywnKy9AwVHWBzmiWDR5o48h+RIazh0Vo5E3hj5EZWljVoXz55kDYrzYE0ICC31mEl9xosSIn/cVQq1WA2i8J2LAYEsbCWI6smhIPF65dBi0ElWSId732bXD8PamAlh4ATZBhMXGY3t2Raeve2Vl60Di/XlV+PC60e7opk/6YMMpPP/3sWbb1Eoae/am1UeKcfMXuyVvl6MbWa/YeqoMN33eeD77xQZjTEoE0mKCMTOD7mva4tMBoQBw5/Q0vLf+FGpMtg73KzKY8en2AufjPY/NRmSw2t3dI8Tjfm1SRjMqWIWkbqbuJ/7rYH5Vj9v4/tbxGNcnsuedIV2mUrBuDwiNCVFjev9oiCIwvk8kLh4lTSZPg8EAANDr9ZK011ONE0x0YU4IIb7O0x/VH2zMxuyBsRiT0rNSSIFK9HBeqGeWHsXNU/p49Jhy5IlFMG2tzib2601bFxZPEd/j6c81Ig17yXi635Mjx1nj6a0nS475T/ruk6cPt+Q5f776ox346Y6JXuwNIYGFvvaIL7jk484r67jqiXMHUjCon+kdocX7146CKIrgBRE2QUTG48u71dbKI8VIWbzU+fjLm8ZiSnq0VF31OS2DQQHgaKEBo5Jp/NlbDKauZ7ttz4+3T6C5BA8wWXnUmGyoMVkb/rbBYLKixmTFM0uPNtt35b3TvNRL+fD5gNDqeivUChY1XXjND7dNoGBQ4reeu3AIznlrMwBAwdKqEtJa03KRDieLa3D3t/tQVWdFkcHU6jW3Tu2DxHAtRBGY2DcS6bEhnuouaYJhGOx/Ym6r7df+bwc2nezaysz2LL1nMgYlBFaGLZofJMSz6D1HuiMx3F4GxGCyYuiSlZK1+9plw8Aw9iwHjDMTNoO4UDUNxvXAhSMSceGIRGw7VY4rP9ouSZvT+0fj/OEJYBpCRFiWcWYvH5TgG4tNfN30/jHYungmJr6wtluvv25CMuJDtc7/d4axX58ysH+2T+wbJW2H/YjZJkBD1TtkiS5b5I8qQsiTowKJWkFjm3Jka1iBq6LzJ0uRQSrkV9rHh68e39vLvSEkcDCg6xbiG/6+cwzWnyyHWq2BCPvvZcsgG1fcPTMNhnorYvUa6TtJvIIXRCw/WoqwYCOe//sY8irqJG2/xGCWtD1fkVVSi9mvbWjzudQoqrjpCU0Dj6V24Im5CNVRVSB3sdgE9Hvs7y6/7s0rR7ihN/7H5wNCH/7lIMpqLW0+F6JRYPdjs6HiWNTU2ENGfSUrGSHuEh3SGOxcZDDh8NnqgAvuIl2XHhuCyGAVjhW1HV6vVrAw1FsRplMh82w1TpUaoVVx0Kk4aJUcQrVKJIRpKQW6l0QEqSRr6+c9Z/D7/rPgWAYKlgHHMuAYBhzneMw2bm/4o3D+zYJjGQSpOeg1SoRoFNBrldBrlDQJQAghpMeOFhqw4I1N3X79MxcMRu8IHdQKFmolByVnv27hWAb9Y0Mog5jEXlx+DO+tP9Wt105Oi8K1E5IRpFJArWSh4lgoORYiRKgVLNJiaHFSdy3PLOrS/hlxIbh2QjI0Cg4KjoGKY6FRcQhSKRCk5qBRclBxLFQK+3mqNdsazhdD76kmRFGksscyR3Pz8qRWsLBQiklZEqlkvF+gz055yq+sd/58wfBeXuwJIQGGvvOIj+gVpsHVY3o1i6lwVGWx2ASUG81YdaQYNSYbVh0pRlG1qc1EM2+tzcJba7Nw/Jn5UCtogaQ/+OcPh7Elu1LydpfdMwUD/Xixd6y+7UR1n904RtL5XdI2QXDvTcnwp1fipkmpuH5iCsVKuAHL2Eu/nyiu7dLr7vl2HziGwaKh8W7qmX/w+YDQe2alo9hgRkFlHYpbrBqoMdlw7cc78caVwxFE7zsSIFqunO9NJeOJCwRBRG5Z+yu53lqb5VI7n9wwGjMzYqXqFmnBygvYe7oSfJOLVxHAJaMScdHIRAiCCEEU8Z+fD6Gstnsr6T7ZkiNRb9s2OD4Yf/2LUrQTQgjpmqySGuzMqehRG4/9ltnl14xODsf3t02ggZwuEAQR+/Irselkabfb2JxVhs1Z3ct+fuKZBbQQpR3FBhNmD4hF35hgXP/JTpdec6yoBo/+2vX3TlvmDYpFUrgOD87vH3CTQSzLUFCMTFFgs/zRGZQnR9Ej3s2Td8Q9HNfOVoFKxsvRtzeOwNy37deK9D1IiGfRtx7xNisv4I11OcitqIdSoYQIEbxgX+TIiyIEEdh4ou3xnj5RQQjTKZ0l4m28iMvHJAXc/b8/e/qcfrjz+0xE67UwmGww1FuRX1HnzA7fXadKa/06IDREo0TWswuQXWbEqZJa3PH1XgDADZ/uQvZzC8HSuLNbsSyDA/83FxVGCxgANkGATRBh40VYefvPVl6A2SqgwlCLXw8UYfMp1wOfRRH4eHMOPt7cen5956OzEBNCWZJ7QsGxzUq/84KI2oYy8bXmhpLx9VZszipD5plq7D7deO7u+mYvCiozcNu0vt7ouiz4fEDo+uOl2HO6/TfkztwKfL09D7dOoMhfEhiu+LB5ScYakw0hGkpTTZoTRRF3fr0Xf3cxQ5BawcImiO0OyCdHBknRPdJCfkUdVh4pxtN/HfHI8VKjgpylPwH7xawgihBhv9ASRfvfQsMAgCg2/swLIuosNrR3/zc80Xdu6qgEj/zRGSQkMBzIr8L572zxyrF3n67E0UIDBveijPuuemXlcbzbzcygUth0shSzBtACpaZsvIC0R7teWkdqKw4XAwDG9YnEnIGBdY40ChZ1Vt7b3SAkIPF03ydLdNrkzZGFR8HSIh05uuijPc6fZ726Hh9cO4oy9BPiARQORHzBtlPl+N+2gm69NrvM2GrbjpwKcCyD8ynjtOxZbAJmvrkDAHCsuPW5bss3N48DyzLOqjJqhb0CkErR+EetYAMiaFjBsegXG4Lbv9zTbPuMV9fjo+tGo18sXWu5U6hWiVCtEtX1VmdyJUEEjhfV4Jr/7XDLMSODVAhW+3y4nexwLINQnRKhusb4p8+35uKzrblt7n/JqEQP9UyefP439IW/j3W6z+fbcjGylw6je9MkHvFvm06Wtir5/eu+M7hrRpqXekS87Y8DZ3HPt/ska89sa72yPzFci5X3ToVO5fNfGbI09Lnul8btrpw2btybeuOK4d26gTcYDN3tklsxNNwmS3TWCAkcgxL0uGFiSrs39e52zlube9zGh9eOwtxBcRL0xvfdMCkFP+4pQGlN97KV99RNn++WrK3f7pqE4UlhkrXnLRzLYOGQOCw71LXFYO5yyxfdO0f3zu6Hf81Ol7g3nqFVcTCYbN7uBukGWkQmbywDGOrpvSdHagULrZJFZZ3V210h3aBR2if1jWYblcGUoQGxwdiVVw0AOFVqxBfbTuOp8wd7uVeEBAi69CReNrVfND69ZijKjRbodDrklBnx8orjPWrzX9/tx6S0KEQFt102m8iDkut4Rubrm8dhcEIotCouYCv3PLv0CD7a1LUqjKfL67A1q4wCQj1gw4lSlysmdQXLAD/fMRFKjgXHMlByDMJ1KkTSZ57HLBgShxPFNSiorMfhs9Uoq7U4n7vsg224cmxv3DQ5laoftMEvontqTDacqTJRQCjxewcLqlttu3M6pUAOZH2j3Z+xs6CyHlabCND4rltcOiIOP+5rPnnPMN7NllFdTxMyxDfQBL082Xj7eetkDIkQJwXHYsl5g7B4QQY+2JCNN9acaDcTta/Kq6jzdhc8JiZEg12PzkZBZR1u/WIPjhT65oIQVxRVm4Akb/ei5xiGwbtXj8LGE6W4+YvdsLSxyEsODp9tfb8rFyqORT0jz//3QOf4umFp0FiWBBEwyfQzL9A5JmpowkaeHJWFBLpnlyVHMKiDtxZ6ERJo6DuP+IpRDfEUer0ev+8/0+P2/jkjjYJB/UBnn1EpUUHNMvYFogNtxGl0ZvGCDNwwKdUNvSEtjewdhgl9IluNVTvmGUXYqyzVW7s2hiCIwIXvbm21ffV905AWE9zt/pL2iaKIWrMNBpMN1XVWGExWTO0XjRKDCQlhWny7M8+576lSI55ZehTXTUiBSkHXWi3JKiB05b1TkR4T3OYXkq9mJSNESnfNSMNtU/s0KwdIN5GBbVBCKHJfWNRsW3mtGbnldRBFEY/+monjxTXtvNpu3+NzEE6r+b3m8QXpePnyUa22m6w8/jhwFg/9dLDLbV4zvjf+0XCDIYgiQrUqRIfQDTmRF/p2ky/HpCDL0lkkXZPx+HLJ2kqJ1CEpQud83JW56vOGJeCyMa5FCTruQ/V6fZf6J3fbs8txxYfbJWtvSnpUq22unrNRyeH416x0+swB8OqqE90OBh0Qr4eKY5yr3VmGgeNWs+UtpyP7ekZcCP6zIANKLjAzQ7RCQTGEeBzLAMFq/y8/6K+svAgFfX/LWqBmh5K7EYl67CtonE+7aCSVWSTEU+iOgfia84f3wvnDe0EURfCCCF4UIQiAwWTF3P9udCl5yHUTkj3QU+Jp2c8tpLG2Fn64bUKb2628gPQmsRtN1ZgoAY+nhGiU+PbW8bjiw23Ynl3h9uPVmqlaiTukLF7a6T7pMcEoqKwHywAPzc/A6JRwujdth88HhH524xjc8OkuXDWuN6VSJgRAudHS7PGp0lr0jabVB6RRZLAaCo7F4p8Poqre0un+27PLsWBIvAd6RlxRXW/FnV/vwZGzBnBs9y5evtqeh6+25zXbtumhGc0CYwiRAxokJSRwrDteIml7ueV1uH5iCm6kFdiSs/IC3lmXJWmbm06WYeW9U+mevxsEQcSLK47hh135PSq7e7SNTK8Hl8yFXhPY2R9cxTB03SJXjjhekc6gLJmsAiICPEuNXAmCCJtAAaFy5cgQStmV5Sm8xeemmiZPCfEIBlQNifguhmGg4Bhn4IhWxeHe2elY8ueRTl+7M7cC5wxNcG8HidsJTco1zcyIoWDQLuAYBucNS8AfB8422/7aZcNo4Y0XzMyIcWtAaEZcCJb/e6rb2icd++2uSRieFObtbsiGzweEOjJN0CQEIXYtS7gkU4AXacOZynr8nVnU+Y4A7vh6r/NnBcvg0JJ50Koow4Y3ZJXUYvZrG9zS9pSX1jV7/PZVIwLmJp3mJ2SKzhshfiuvvA4Xv78VlUYLWJaBkmVgtPCSHoNlgIl9W2edJF13rMiAC9/ZCpsggGUYmN1QmndE7zAkhGklb9ffHS+qwaXvb4XBJP2K9HOHJUCnpHsCV9l4EQLN7cpavcTfQ8QzlBwDG735ZIllGehUHIqpVLUsBTVk5q0wWhCr13i5N6SrXrogA6Nf2uJ8/NqqE5jaL9qLPSKEEOKLbpiUihsmpYIXRGSV1GLe6xvb3O+bHXkBM9fkz7Znlzt/XntM2oX7/o5lGbx55Qi8dMlQbM8uxw2f7gIA3PfDAWTE6TEwIbAqS3nbrVP74tapffH9rjw8/ddR2AQBvCDCykszdnCsqAYpi5dCwTLIem6hJG0SuwqjBcvumYKCyjpknqnGoTPVOFpYgyKDybnPyyuO4eubx3uxl/Li8wGhgxNCoVNxWHusGAlhGgSrFVBwLA7mV+GikYn0AUoCSnW9tVX6aaOFR6iWVvESO1EUce3/dmJzVlm3Xh+r18AqCFALLK3+8oKNJ0o9dqz4UBqwJ4QQ4h3bsssaFzkJIjrPZ941K/49Ff3jKNOkVFYfKUa91REoJW3QzUUjeuGVS4fRdWc3rTlWLEkw6LDEUPx21yQwtIqm26rqrYgKVnm7G6QbTA1B7hFBdP7kSMmxkk3qEM8zWXlE02enLFka3nehWkriIUcFVSaMSQ7FrtPVAID9+VX4bEsObqDqCoS4Ha1jIXLEsQy0Sg53TO/rzOHw7vpTzue3nirH0oOFWDSUKhHKWWp0kPPn9JhgfLwpG2ab4MwcKqKxwgYAJIRpcPHIxIAf0zOabdhzuhIsw8BoscHYIo7j+115ePL8wV7qne+rs9hgtgqwCSIEUQQvNPnT8nHDNlG0x0OIsGe2FQEIogiI9u9ZEfZF2//5+ZBb+07VEjpmsvIwmKyoNdlQ0/Cn1myFwfGzyYYakxU1JhvOVtdj08nWsS0qjkV0iBoje4fByosw23g8d+EQL/xr5MvnA0JDdUq8c9VIPPLrITzx++Fmz328OQezB8Ti4+tHe6l3hHjWsCdXNnt89bje0Gt8/m1MPEgU0e1gUAA4U1WPoUtWtto+o380OJYBwIBhgAl9InHjpBSaNJbYPyan4sIRvTDi6VVuO0aIWoFxfSLw3vpsKLkcPHn+IMSEUHAoIYQQz7l8TG9cMioJNkGAjRfxzrqsZgPJPfWfnw/it7smSdZeoPvnzHTcPq0vbIIIKy9g+FOrnGVCe+qXfWfw4Pz+iA+l7KDdcef0NFw/IQUmK49Rz6zu0mtj9WrseGS2m3oWeMw2ASqOFmrKkaUhIJQL8EksuTJZeaoIIVN1FhsEEVShRqYcCQuCaVxalp5ZnoXdedXNtoXTwghC3K64xowwLX1uEvkxmm2Y+vK6Dve565u9uOsb+89bF8+kKjAy1HRs7mRJLZ5ZerTT18ToNZgWYFnGq+utmP3ahlYVXdtzz6x0N/dInmpMVgxpIx7B17x39UgsGELB7l1RabRg9LOrXZo/0Co5hGgUiA/VYFhSGFgGuHVKH8ToNUgI0yBOr6FYlB7y+StPXhBRUFmHwmpTm8/fMoVWLZLA9fWOPDxLUfCkCZZl8MNtE3DZB9skbXfd8eaZK1cdKca8wXHoRTd1kgsPUiH3hUWw8QLqrDxEEaiqs+Dpv45g9dGel2moMduatRMVrMbTF/jn6jSRVlwT4l30HiQd4FgGHMtBrbAPjLEMg7fXZUnS9v78KqQsXtrmc4nhWmx8cEbAr17vKgXHQsEBGiWHlfdOxYcbsvH97nxJ2p7w/Np2n3v6gsG4dnyyJMfxV0FqhX0VfBcVG8ztvk8c7p/TD3fTwLVLcsrroVFSUJMcOYLRqGS8POVW1KPeKkAURZokkBmmIb8UZXiVp2KDfQK81mSDXkNZQuXGEQx6/YRknDMsAWNSIrzcI0ICg4JloKRFZESGLn5va5f2n/hC4zjPhgenIzkyqIO9iS95cHYfvLw6u93n756ZBgBgAPSODMLU9CgP9cx3vLH6pMvBoACQU2ZEZLDajT2Sp5wyo7e74JI5A2O93QXZUXAMwnUqlNV2/D5RcSwiglSICFIhVKdChE6J8CAVTpXWoqLOghKDCeFBKoTplEiPCaGF3N3k8wGheRV1eLxJZtBgtQJL75lMFw8kIJ14ZgFeWXkcH25svBjbnVuB0TRoQ5pIjwlGnF6DIkPbgfRNPbZoAFIig8Cy9tTmDMM406yjIa26PfW6Pd26oyRAcqSOgkElVF1nxdZTZdCoOIiiCJNVgMnKw2QVUG/l8fRfR3rU/mOLBqBPdJDzXNrPo/18zsyIkeTf4MvoEpEQz6L3HGmLIIioMdkAxv5zy5IvIR7KLmSot3rkOP7AYLLarwGbnC+bIELJstiXX+mRPpitFKDVkpUXUF1vhSCIsPBCQ/kdG6JD1F0akHZFPf3/u2xgXDCKJf7/J54RorYHhNa2KOtG5KF/bDAOF9ZSMKgMaVUcwrQKnKnqfOyK+J4+UToAQLHBRBnAZOzzbafx+bbTmNE/Gp/eONbb3SEkIBQa6J6ByM/LlwzDc8uOghdF7Myp6NJrbRJVmCGesexw+0lpfrx9Ai0iAfDQ/P5Ijw3Gw7+4Vo58X14VxXG0YWhiGFbfNxXFBjN0Kg5CQ2CC0DAWLTQtCy82bBdF+7aG0vCOx0KTOAbB+Xzrv09X1MFgrAcAKJUq1Jhs+HlvQYf9THv0bwDA+gemIyWK4tNcEaJRYvdjjVWpLDYB5UYzSmsa/5QbLag0WlBR1/C30YKcslpUGq3tjs/lvrDIU/8Ev+LzAaGpTd5Y/5qVjnvn9PNibwjxLpWCRZ2l+YdgfmUdXUgQJ14QXS43/vCCDJw/vBeiQ2hlkje9vDobX+48I1l7D83vj/F9IqHXKJAWEyJZu4R4A2V5lTc6faSpf3+/H38cOCt5uwwD6JQcfr1rEvrF0veeVD7fmov/++Nw5zt2AcPYA8b/OTMd99F9fbcNeHx5jyZUnrlgMK4a25uy5EosSM0hWUkBMXLkuN6kTAPyFKzioOLo3MkVLwLBasquLEeOrNghlB1UllbcNQbz3tnlfJxO91GEeISCY6FVUoZQIj9DEkPx6KIBOOetze3uc9HIXnjx4qGUBVfmDhfWttr297+mYEC83gu98U0aJYcrx/bGlWN7t3quus6KYU81L4M+JpViONqTFhPi1nnsrafKcNVHOyRp60xVPQWEdpNKwSI+VIv4UNfGTU1WHlV1Vox/fk2z7f/3eyaWnDeIFgR3kc8HhALANeN746vtefhkcw4FhJKAFxnUPHjvwhGJXuoJ8UUsA9wwMQWfbc3tdN/n/z6G5/8+RiUbvGxgXLCk7b20/Ljz569uGofJAViygfgHuqSXL7ohI20ZnRLuloBQUQSMFh6hWpqMltLABOkHeh1ZykPUshiG8FnPXDAYi13MQtCWx37LxGO/ZTbbRqXhe46nrCey5Th3dPkiT4IoUjCvjIkNGciJ/DjOm5ICsmUpPlSD3uEa5FXaM/QOcsO1PyGkteyyOlh5ezYzGjsjclBQWYfCahNsvIgfduc3e27eoFiMSYnAtH7RtLDAT4gtsnNkPjkPwTSG1yVV9ZZW2yKDVF7oSeAQRRGrj5ag1mwFx7JQsAw4loGCZfDbfunmIq7+2B5Y+v41ozB/cJxk7ZLmRFFErdmG0hozHl6Qgef/PuZ87vNtpzFvUBwmplHcQ1fI4lN8ybmD8NX2PNSYbSgxmBCj13i7S4R4RXZpLd5Yc7LZNrp5JE0xDIMl5w3CkvMG4ZPNOXiqRanx9JjG4MOyWjMWDomn0u9ewgsiKowW9I8Nwje3jENZrQXltWZsySrD6qPtl2VwGNxL70yL70iRL0IEx7JQK1j0jw3B6JRwD/xLfB9NLxFCiHc4JvkNJhue+F3abJNNpccE0wClRBzl4S99f5vbjjGoF004d5eVF3Cmql7ydmkgrecY2DPdEfkx2QQAgFpBWQrlSATd78mZxSZApaAsUnLkyFbO0pi0LG3LqXQGgwJACZWwJsQj0qN1yCmvo/k8Igtnq+ox+cV17T6/4nAxVhwuxoIh8R7sFXGngsrm402D/28FXr98OC4Y0ctLPZKXfXmVuPDdra22VxgtSIrQeaFH8uMo/84LjaXfeUcZeKHxZ0dJeUEU8dSfR7D8cJFH+qdSsBhI2XK7zRHsWV5rQbnRHhNRYbSgrNaM/Ip6fN9i4YGDRsnCZLWP3Q1JDPVkl/2CLGbNFByLWL0axQYzxj63BrF6NS4emYjrJ6YgloJDSQAxmvlmjx9ekEE3j6RdLYNBAeBkSS2uGtcbT58/mLJoeFnao8u6XA575b1TqRxuFzhKoVLGEUK8o+WqYhJ4XlpxHO+tPyVJWxsenI5YvcZZnpJIr6CyrsPBflc9NL8/Lh2VhOgQdec7E5e9uPxYl99PUcFq/HX3ZEQFq6Cgsm1uVVVvQ3wo/c7LkdFsAwDKNC1TNl6ElgIKZanewsPCiwij954s1VnsY9R6KhkvS1/sONPs8UUjKdCDEE8w2QQEqWhMg8hDfKgGD87rjzVHi8GL9kWQHMtgz+nKZvvd/8N+fHbjWBqv8wMtgxYH99Kjf1wITFYeHMuAYxjnnBtpVFJjwthn17T7fEY8zem2JWXxUm93oUOXjkrEcxcNgZLGU3ukvUDplhQNny1DE0NxwfBeSIrQITpEjegQNeL0Gopp6QFZBIQCwKaHZuKH3fl47LdMFBvMeHf9Kby7/hR6hWmhVXFQsfboYJ1aBbWChUbJQa1gwbEMKuusWH202NmWRsni9ctHQK9RICNejwhK1UxkwsILzR5fOyHZSz0hcvDJDaPxj892t9r+zY48PLpwAIIok5ZX/d85A/Hkn0c6zWbCMvbMr7wgYu5/N7a5z02TU/G/zTkAgGGJofj6lvGUKa0JipsnxLPoLUccFg2Jx4cbs3sUmM+x9u/AaS+vb/P5AfF6BKs53Dk9DToVB5ZlkBEXghCanO6yqGA15g6MxcojxZ3v3IGXlh/HS8uPt9oeEaRCnF6DKelRmJERA5ZhEKJRYACtrHbJ3IGxXQ4IrayzYPor65yrqAHghokp6B2hg5JjoOBYKDkWSs5eTkmr5DCjfwwN8HeTmgaJZcnxFUWDy/Jk4QUoKSBUlhRUalzWHKePp0WAslRQ1ZgdNPu5hXTtR4iH2HiRrjmJz+IFET/vLYCNt2fgs/IClByDmRkxMFp41JisqDHZWgWEbs+uQMbjy3H0qfnQUsCzX8k8Y8CCNzZJ2ua2h2ciPlT+VSvPVtXj70x7VsqNJ0pbPb/i31ORHKmjQOkOXDchGV9sO+3tbrTrxz0F+HFPQavtH1w7CvMGUcl4V2WV1Ha6T9/oIIRqldibV4V/TEqlrMQSk020iErB4upxvfHmmpMoqWksYdGdcmkmq4Dbv9rjfJz7wiJJ+kiIu8Xqm2cc2Z9fhYl9qbwfAVYfKcbNX7QO/mzPj7vzccOkVDf2iDT131Un8Obak84VdBzDgGWAYDWHGjOPfrHBEMS2L4wEEegslagjGBQADhRU44nfM/HaZcMl/lcQQkjX0NRgYBJFEU//dRQrDhdBrWQxsW8kUqOC8O3OPFi7UU+5s2DSo4UGAMCNn+1ybtNrFDi4ZF6XjxWobLyAx37LxJZTZRAE4OKRidiVW4G8ijpJj1NhtKDCaMGRQgM+2Jjt3P7htaMwlwbS2lVv4fHssiOos/C4ZUoqigxm/HngLCKCVKg122CxCe2+lhfEVu+hz7bmdni8h+b3x53T06ToesCpt/Kd70R8jmNOXqCgJlkSRSpZLVcKlgEDe7Y0Ij+Oye06i42SbcjQ6YrGObU+jyzDpzeOwYz+MV7sESGBIUjFtaoCSIiv+HrHaTzx++Fuv37ss6tRY7bh4QUZuG1aXwl7RjzpwMOTsepYGSrN9rnMp9uoRNkTGoV/BEjOe30jaky2Dp8HgPUPTEdKVJCnuiUrT50/GE+dPxhZJTWorrfhyT8P42BBNRJCNbh0dBKKqk34aW8BBifYEwlYeRE2QYBNEGHjRdh4AdaGcU8rL9i3CUK35h+6Iilc1/lOBABgsQnIiNPjvatHIrvMiBPFNcgpMyKn1Igac+P751Sp0fnzv7/fTwGhEpNNQChgz5CWGK5tFhDanv/MzwDL2AcFGQbYc7rSORkiiCIEETDbeFwznjIsEvloWcJxbEqEl3pCfM3WU+Vd2v+cYQlu6glpyxtrTgIAbKLYmIKmiRPFba+QuWpcbyhZe/YmBcdAyTb8zbFQsPZMTvYmRWzPLkdJjRkD4vV4ZOEAt/57CCHEFTQ1H5gqjBZ8sqVxoUJ2qRGbTpb1qM0JfSJRWF2P3HJ7gOKloxKh4BisPVaCYoP93nBYUhhUHANBBO6d3a9Hxws0BZX1+G5XvvPxz3tbr37uivOGJeCPA2cBAHMGxiJCp4KVF/DLPntpSoYBxiRHQBBF9I7QYXI6LXDryM7cCny1Pa/Vdo2CRahWi5wy+6BZrzAtRiaHQ8Ey9j8cAwVrr5pizwBqz6Bn4+2DpxZesP/Mi7AK9oFUvUZJYyTdZOUF6Cgbijw1BBNSPKg8mW32zEVEfmrNNoiwL+Qh8mNomACnrPzyNDg+GJmFjWORIVRliBCPqLPylEGR+KzLxyRhZ04FeEFEmE7ZUE2EhaohG7/VJuDjJolJWnIE9zz/9zEKCJWxnPJ6PPDrsR638+qlw3DxqEQJeuSbfrljIr7eYR+r62jhNa1d7NhX20/jsd8ym207W21yzqkD9iRILak4+3gnx9qTLylYBmoFC4ZROOPDWIYBy9p/5hrixViGgSgK4BgGCgUHlmGcFZR25lQ421//wHRoVRx0Ko7ud3rg2v/twI4m/68OQSoOyZE66DVKhAep0CtMi8RwLSqMFtw1g5IUSE1Wd3rrj5dgb15Vu8+vunss0ntFt/nczVPc1ClCPKRl5pcl5w6EgkrSkQZPnDsQj58zAEsPFeKf3+zrdH8VlVTzqJznF8JkFWC02FBv4THlpXWdvwjANzsaJ/+fu3AIrhrXu9196SabEEKIL4gMVuPoU/Px0558PN6DzAJNbcsux85HZiFGr5GkPdJcSlQQMp+ch8H/t0KS9nhRbLMKx2uXD5ek/UAzrV80lt0zBQvfbF6m62y1qdnjM1X1zgoq145Pxv1z+yFMRxm7PEUEoKZ7LFlyZAilgFB5Yhk6d3KlaFioINIJlCXH5DZVPpYnS0PmpOFJYfj1zolgKFqBEI+w8SJUtJCF+Ci1gsPbV41stb2wuh7vrjsFo6V1NsSFQ+IQplOh1mRDrdmG26f1Rf/YEE90l7hJZ5WaWpo7MBZqJQeNgoVSwSIxXItLRyUhOkTd+YtlLD02BEvOG4R1x0raDAhdcu5AXDG2N5WM78T8wXGtAkJdYeEFwA0Jt1kGyH6eKktL5aH5Gbj4va2tthstPJT1VnCMPZC3rNYMURQRHqTC19tPY1r/aAxNDPN8h/2UrAJCY0I6ngCM9fMvFxLYVAoWo5LDsed0JQBgyZ9HoFFyuGJs+wFiJLAwDIMTRTUu7bv454N4/fIRFBjqIQzDQKvinCuAb56c2uFqyrY88ushPPLrIXx7y3hM6Bvpjm4SQgghktCqOCRHSlsOZ+xzawAAl4xKxCuXDpO0bWJfmRsfqkFhiyDD7lh6sBBLDy4FAOx8dFan9/GkcwMT9LhvTj+8tuqES/t/uf00vtx+GpePTsKLlwx1c+8IkTdHuXEqGS9PKgXbagE1kQeuIZLQ1sVJZ+Ib1A1JCkxWAXSpJz+Oa/79+VXYklVOGfsJ8RCOZbocbEWItz3yyyGsO17aavsLFw2h+Wk/9NvB4i7tv/JI6/0HJYRiWkjbCdz8zaS0KNw5vS/Kay34fndj9aUlfx7Bkj+PtLlgnjSKClY3+z8SRRH1Vh7rjpXi9dUnYGsoB28vCy/iopG9sPVUGTLPGNzSn8tGJ7ml3UA1KjnceX7rLTxOVxjx96Ei2AQBZyrr8dv+s8guM7Z63aurTiDzyXkIpioGkpDV/+LABD3mDIzFqja+XABg6HP2jBk3TEzBkvMGebJrhHiEIxjUYWq/wLigIq779+x+UHIsduRUQISILVltl5JfdqgIU9ILcCXdsHnFY+cMxGPnDITBYMDt32Via3Zl5y9q8PrqE5jQd4Ibe0cIIYT03NR+0ch9YRHMNh5P/HYYBwqqIIrA8WLXFq+0J4TKiroFwzDY9vAsiKKI/23OwU97CiQ5XxxlG5LMPbPScc+sdFhsAvo99rdLr4nV06JZQjrj+JiigFB5qrdQ6VW5MtnsKV00tFBZlhyfmBylCJWl5Aits2Q8XS8S4jmCKFJGXuLzSgwmTHpxLax8x/dHg3uFeqhHxJPWn2x7Trk9o5PDMbEhgY0IoFeYFlMDaKGJSsHiofkZANAsINThjwNncd6wBE93S7YYhoFOpcCiofFYNDQegP0z6R+f70LmGQM+3JjtluMO7qXHh9eORkKY1i3tE3sCkYw4PTLi9ADsFVJ/23+22T4Lh8QhKliNaf2iKRhUQrL4n8w8U42bP9+NIoNr2UoOFFS5t0OEeMnex+dg5NOrAAAZcSH0xUSaMVl5rDhchNVHi3GgoLrT/R/+5RAFhHpQQWUdJr/oWqn4juzIqZCgN4QQQog0Vh0pxi1f7Hb7cXY/NhtRwTRZKYUSg8mZcdUdHls0ADdP6eO29gNJrdmGyUtWwGBqXZqtM5/dOAbT+8e4oVekLQwASvYjT44peYoHlSeWZajkuEw5ThsFxsiTI7MrLf6Rp8r6xmvLXuE0v0CIp4iivRwtIb6s1mzrNBgUAM55azMA4JtbxmFi38AJAPR3oVol8itdrx40b1AcbplKY4AAsOreqZjz343NtlFig54zmGxuywgKAFsXz6R4Gy+4cmwSUqOCcOVH253blh0qAgB8se00fr1zIkb0DvdW9/yKLD6FKoyWDoNBjz41H1aTPZ2sXq/3VLcI8bhPmpSY7hcb4sWeEF901UfbsTevqsN93r9mFKy8vZza8KQw93eKOIWolYgKVqOs1tyl183MiMGNk1IgiICKYzGid5h7OkgIIYR0g+O6wp0WDomDXqN0+3ECBe/GwBmOZajkpISsvNilYNCkCC2ULIsB8XqMSYlwY89ISwqWobLHMuUoGS+Czp8csQy99wjxBkcgNkMJXmWpf0wQzlTZ59uKDWakRslimpAQ2WMYWoREfF+f6GBniV+zjUel0YoKowXvrs/CXwcLW+1/1Uc78O7VI7FwSLynu0rcICVCi8yz7VcLumdmGu6elQ4lRxeBLT3w08Fmj1OjgjCDFmr3WEqkDs9dOAS55UbJM4TG6TUIokyUXsEwDCb0jcSxp+djZ04FKuss+GlPATadLAMAvLT8OL69dbyXe+kfZPEb7ig3WFpjxjUf73CWrXvp4qGYlB4FrYqD1fXFCoTI1tvrspw/3zApxXsdIT6FF0Q8/deRToNBAWD+4Dj3d4i0KVSnxO7HZjfblrJ4aYevmT8oDjMHxGByWhRlzegBGmgjhBD3WTgk3jlQ7PDbvjN44McDPQ7QWHv/NPSJDu5RG6S1+FBts3MmCCJeWXkc764/1e02x6ZG4IfbJkjRPdJEuE6JnY/Ows2f78bBTioAPH/REMr+T0g3OLI0Ce5f30DcQBBFKllNiBc4rvLp3SdPa080loPdnVuB1KggL/aGkMDBALQEiciKWsEhLpRDscHUKhg0KlgNJcegT3QQJvSJ9FIPidT+yixp9viZCwZjWGIYtCoWeo0S0SFqmqtsx5BeehzIr3I+vnN6X+91xo+8uuoE3uvBmLXDg/P6464ZaTAY7NlGKcmgb1ArWAxLCsM1H+/AoTONY9+3UuZhycgiINQhOkSN6RnRzoDQMakR6EUpfEkASYsJRlZJLQDgone3Yv0D05FCAzYBz2Tl8dnWXJf2bRmAOCYlHLwgQhAbBiNE0VnqcPaAWNw9Mw0sTa64zQOzUvHKmpx2n19+uAjLDxfhoSYry/pEBUGEPRuD/W97NhtRbAx8FEQRgigiLlSLj68bjeiQwCyxS7+5hBDiHReM6IUakxWP/364y68NViuQEqUDxzC4/8cD4BgGLMuAZezZJ1nG/ic1KggPL8yAWsG54V8QWFiWwUPzM7oVEDowXg+OZWC2Cbjw3S1QNJwj57liGXAMsOS8QUiOpPuW7ogJ0eC1y4Zh9msbO9zvu135+GP/2WZZDkURUHAMnj5/MAVXewBde8qTYzJLoFVksiSIjVleibzQaZM3x+mjT075u2RUore7QEjAEEH3DESeMuJDMDktCpuzypzbHJXw3r5qJMKDVN7qGpFQaU3z6oZzBsbivOEJVLXJBVuyyvDV9rxm2x786SA+2ZKL724Zj1Ad/R92l1QhCi+vOI6XVxxvtT1YrUBMiBoMYx8fYhmAAQOGsY81MAzw4sVDMbhXqDQdIRBFEYXVJkx8YW2bz+96dHbAxjW4g6wCQgsq6/DBhsZUwDH0i0ACzNBeoc6AUAD4ZmceHlk4wIs9Ir4gSK3A8Wfmw2QVYOXtk/H5FfUuvXZXbmW7zx06U41rJyQjgm7m3Oa6cYm4bGQ8NEHB4HkRFl7AuOfWdPia7DKjy+0XG8x44McDOH94Asw2AXGhGipRQAghxCOuGZ+MgQl61FsECKKIcqMZ935/oNPX1ZptyDxj6HS/DSdKwTDAf+ZnQMmxlB1MAvufmIPDZw3gBRH1Vh63fbmn09ccKez8XAHA+lfWY9NDMxATooFKQWWluiotJgQr/j0VZ6vrseVkGT7e3HpBUdMsBC2d+9ZmvHrZMKgULFQch5yyWkxOj0ZCmIaCqiXCsgx4KlstS46gNDp9MkWBvIR4haqhTKjFRumV5UirZFFvtZ+7T7bk4pJRiQjVUqACIZ5ACyKIHKkVHL66eRx+3lOA+39sPra3M6cCo5LDvdQzIqWo4OZzwauOFGPdsRKcP7yXl3okH7/vP9Pm9qOFBhTXmCggtAfum9MfcwfGQQTw3c48fLcrX9L2a8021JptHe7z0orj+OIfYyU9bqA6VFCNc9/e3GxbZJAK5w5LwIyMGExNp4qpUpNNQOjhs9VY9Kb9l2NIr1B8eN0oBKll031CeqzGZMUv+5pfUHy4MRsfbszGynunol9siJd6Rrzt403ZeGbp0Q736R2hg5UXUFht6rS93++aBIYBYvUaCgaVUGF1Paa+tA5Wvu0Jq0EJeoRopP9e23CiFBtOlDof/3bXJAxPCpP8OIQQQkhTWSW1uObjnai38m47xqdbcvHpllwAwIEn5tLgWg99tCkb76zreQmetogiMPnFdQCApy8YjGvHJ7vlOP7MJgh4bulRnGyyQNBVRguP27/a22p7sFqBzCfnSdG9gGflRdRTUIwsObPcUWChbNFUgbxRML088Q2fmRQQKk8XDovDN7vPAgCe/usInv7rCGYPiMXbV42ARkmLhQhxl4o6K3LK62HjBSg4WihJ5Ket74gXlx/D+cMTkEAVXWWvZRDWZzeOwXRKMOOS3hG6dp+b+197xZ/jz8ynRdkdsNgE3PPtPiw/XOTtrjj9dfdkiCLQP45icKQSFaJCiFqBmiZBuOVGCz7bmovPtuZSdWQ3kE1E5fGiGufP5w1LgNUmwsoLUNJFMwkQ7Q2QRgWrERVM2XIDWdNgv/bkVdS12saxDMQmJeL7RAfh4QUDEBeqgUbJQaeiC1Mp7cqtbDcYFAAOn3Utw5YrxqVGIESjhIJlwHEMOIaBRsliaGIYhiVSWntCCCHut+FEqVuDQZs6b1gCgtR03dJT7goGbUqvUWBS30i3H8cf7c6t7FYwaFP9YoOhVXI4UFANlYLFcxcNkah35EyVCXF6ui+Xo+IaCwDARkFpskRnTb4ow6S8FVbbS4pS8hZ52ptf3Wrb6qPFKKs1IzG8/YAGQkjP7Dptf+8ZLTxCtTS3TeSloLIOf2cWYmC8vlW1mBpTx9n1iDycLK5p9viGT3cBABQsg9/umkQls9vxzY48vLLyRIf7zMqIgYKlz/2OmG28V4JBQ9QKCKIIXhQhCPYF+SzDUJl4N4kP1eLQk/Mw5P9WOINCOZZBuE6J26b2RVIHwdWke2QTEHrRyETkVdTh9dUn8eyyo3h2mT0b3pyBsRBFwGqzQhSBi0f3ptTVxC+F6VRYfd9UzH5to3Pbsafn06pdgi9vGgcAyDxTjXPe2tzJ3o1aBhlnlxpxyxe7W+13yahEvHLpsJ51kkDvhuyf7dmRU9Hm9h92F+Cx3zKx/N9TkBGn91h/vI0mCQnxDnrvBbabp/TBTZNTwQsibIIIs03ATZ/twu7TlZIf648DZ5ERH4I7p6dJ3nYgyXl+IQTRfo0oiCJeW3UCH27MlvQYBpMNM1/dgNwXFknabiC4fmIKrhmfjENnqnHBO1u61caJYntAKf3/Sy8+VI1wrWyG2EgTCtYezRQZTNUx5IoC0uTJytsDQRUcnUA5Cm/IzB+ioQz9cnSs2Njs8faHZyFWr6byjIS42QVDY7EtpxKhWvrsJPKw8UQprvtkZ4f7/HX3ZAD2SkFsk68RQRSRFKGjjIgyEhOiaXO7TRBxzlubsXBIXLPtLYtsiKJ93//M74/0AKlqWmu24ZFfD7X53KaHZiBUp4SerpddEqJROscrBUHER5uy8f2ufGhVHCb2jcRHm3IkP6ZaweIQVU7yiqYZQg8tmQudisZU3UVW/7M3T+mD11efbLZt1ZHiZo83ZlXg3KEJYFm6eSX+Z+2xkmaPWRqkIU0M7hWK3BcWYXduBS55f5tk7Y5KDpesrUA2vX9Mq8n3qupqPLnsJH49UNzOq6TXNzoo4Mp30CclIYR4B8MwUHAMFJy9rNRPd0xEyuKlkh5DxbHQKFnMGRArabuBiGEYcIx9VS4APLJwgKQBoRzLQMEyuGdWumRtBhqOZfDS8mPdfr1aweLWqX0k7BFxEMXG9w6RF8dpo2wd8sQyDCi5qzxR1S95Y5yfnfTdJ2fzB8XhnlnpUCvo/UiIJ2iVLOqtlBmb+L4TxTXOMted6ShJzZBeofizIWCU+L5QXceBi8sOuZa9sdxoxq93TpKiSz4vWK3AA3P7tZkh9Ifd+bhvTj8v9Er+TlfU4fm/G8c/e1ph8+nzB0Gt5KBRchCtZmiULEKCgmDmBdh4AQq6N/W4Vy8dhvt/PAAAGPjECsTpNegdoUOM3l4ZOTpEjZgQNfrHhaB/XAgtLugBWQWE/rQ73/nzO1eNBMvYBx8YhoGpvh4AMLJPLAWDEr913YQUPLes8Qvw0ve34vd/0sU0aW50SgRW3TsVc1y8YXNIDNciWG3/Wnj2wiEUCOoBvCC6PRiUYYDDT86j1TWEEI+jK3LSUl55neRtWngBFl5odd0zrV80Pr1hDN0b9kBRtUnS9nhBBC+IeHnFcby84niz51bfNw1pMcGSHs9fPXX+oGZVI7rCbBPw1tosvLU2q9n2T28cgxn9Y6ToXsCitZry5ciGJrRMb0JkQa1gYbLy3u4G6QZHyfg6C50/OaLPTnm7aHgcftlfhOWHi5ylOW+anIrHzxno5Z4R4t80So6+94gsBKm7NpeUGhXk/FlsuDZgGQaPLRogab+I5909Mw1J4TooOAYca//DtDHqzzCNC2Unp0d5oafec8vUPvjrYCGOFdU02/7W2ixcMz4Zsfq2M6+S9qVGBWHpPZOx+OdDMNt4LBgcD45lIIgiLDYBp8vrsPRQocvtPf774R71Z/V9U5EWExhZbz3l4lGJWDAkDjtzKnCwoBp5FXXIq6jDXwfbPq9U7ar7ZBUdsjPXXgJXrWCxcEhcsxIWBoM9Mlyv13mlb4R4Qsvy8PfN7e+lnhBfZeUF/Ofng/hl75kuv/aPf05GRBCVyfOk0lqL249BmYQJIYT4iq4M1PTUhhOloOnpnll/vKTznSRSUFlHAaEucscA5NmqesnbDDQMQJ85MuVYN0BBTfJkpWwesmVpKBmvovMnS42fnd7tB+me020s1Fs4JN4LPSEksJTWWhDRSQY+QnxBrzBtq+Cbb3bktSqNPSwxFL/eOYkWY/uxS0YlIjkyqPMdA5hawWH5v6di5qvrkV1qbPZcWa2ZAkK7aVBC+xmGxz232qN9+ff3+3H/3P60mF5iOpUC0/vHYHrD/+uYZ9s+r9eM7+3JbvkdWQWEJobbgz1j9RoUVNYjKYKCP0lgOVncfHWJ0WzzUk+IL+IFEaOfWY3qeqvLr3njiuE4b1hCswB74n5ZJbWY/dqGbr9+5yOzEKpTUop0QohPojlB0pYD+VV4sQelrps6+tR8aFX0HehOFUYLFv9yqPMdO/HBtaMwb1CcBD0iALArtwKP/HIICpaBrQsRGHF6DbY/MsuNPSOAPRsGkR/HvTCdP3liGAY1JhobkyOuIXDAbKPSuXLEUoZQWRubEoY9+c1Lb1783lbKvEOIm23IqkCNyUblaYks5JYZUVBZD0EUwYsilh4622qfAwXVXugZ8ZT3rh5JwaAu+mRzTqtgUAD4aU8BBiWEeqFH8rXhRClu+3I3TFb7feKAeL3zOUcG4qo61+MgpJB5xoAbP92FA0/MRSgt7JBcUbUJk19c22ys+9CSuQjR0P+1FGQVELpwSDw+3JiNvIo6HD5bTQGhJOD8tLeg2eN+sZRFhzQqNpi6FAwKAP/6bj/Kay24eFQiFA3p/lnG8TcoUNRNft1X0PlOHRj73BoAwLJ7poBl7QPxjvPl+JllGDDt/N18/8ZtDGMv7cAxDA1KEUJ6jL5DSFMv/C1NMCgADHhiufPnnY/MQphOBQXLUEYCCa06UiRJO7d9ucf581PnD8Jlo5Oc15z0GdF1j/+WiZMltV1+XZHBhJTFSwEAS++ZjAFx+obrPjoHUuFYBlaegprkyPEuoKAmeRJEESqOPsvkimUA+uSUJ8e7TqQTKEtLM9uuBLD0YCEWDaVMoYS4S0ZsELLL6mjcnfi8YoMJ019Z3+l+EUEq1JhsFCDlJ3LKmgc0huqUqKqzQMmxUHAMJajpwFN/HWlz+40TUz3cE3nbl1eJ6z/Z2Wzb0UJDO3t7zn1z+mFsagR91rnJ35mFrRIfXPbBdiSEahAXqkFCmBbRIWoMTgjFwAR9O62Q9sgmINRk5XHBO1ucj2//ai8A4NkLB+Pqccne6hYhHrV4fgY+2JDtfDz7tY20cpc4JYRpsf3hWRj//Jouve6pv460e7Ha1Kp7pyI9VvoSlYHogbn9EaxW9jhT2sI3N0nUo9b+/teUZiuvCPE0mpInxH8cLKjCtuxyt7TtWCTREcoo2jXFBhP+83PPs4O29MTvh/HE74c73Ofxcwbipsk0WNqez/8xFuNc+J3vyKI3N7u035yBsfjoutE9OlYgYRkGFR7OUECk4VhLQPGg8iSIQLnRCl4QnRkniTxwDYsSKMOrPDWWjKcPTzni2zltd32zFxP7zkF4kMqzHSIkQISoFZQZm8hCTIgajy4cgGeXHe1wvwqjBcOeWgkAeGBuPySEaVFv5RGiUUKtYBEfqsHQxDAP9JhIISWyeSK2qz7a0e6+d89Mw/1z+7u7S7JQb+ExsW8ktp5qPfY99eV1FMfRBcMSw/D0+YOQW16HiCAVIoNU4FgGogh8siUHx4pqOm9EYnsem43IYLXHjxtIbpyUipgQDWpMVpQbLThbVY/CahPOVpuw5ljzhWyr75uGtBhKmNcVsgkIPVtV3+b2SLo5JQGEMrgQB0EQ8eX20yisNjkHYd9df8qtx9RraeVLZyw2AR9tykZVnQWA/T1r40V8uT0X5wxNAMsw0Kk4BKkVeH+De89XT0xKi0RvysJNfAB97cmTSJOCpIXz3t7S+U5uMiU9CkrKHNYlr6084bVjD02kMkrtKas145FfpA/Ubc+M/jEeO5Y/OFVWh34xVEpNjqwNUTF1FgpKk6PDhTUQ0RicRuRDEEUIIlBWa/F2V0g3WBo+Oyk7tjydqTK1+9ylH2xDrzAt3rhiOMJ0NPdGiJRYBqg187SQhfg8hmFwy9Q+ECHiuWWuJTV5pZ2xpJ/vmIBRyRFSdo+4SVdiECggq9Eba062GQxKuo5lGVw7IaXN5x751XNjok2NemY1HlmYgVun9vXK8QNFe1UKHBWvAPvCmpaB66RzsgkI7RMdjOsmJOOLbacxb1AsPriWMlWQwPPNjrxmjw88MddLPSHetuZYCf7vj44zLHWkV5gWn/9jLF20S+z7XXl4ecXxNp/7dd8Zl9tRKVjcMiUVHMs6y6qyDAO9VoFFQ+Kh4FhwjH27/TkKGCeE+B76VCJA85v2npg/KA79Ytu5bmGYxtRuDd+HIWoFbpiUAiWVYuuS0+VGfL87v8ft3DMzreMdWly3XD4mCb3CtD0+rj8b/czqLr9mfJ8IjEuNBADEhWpw+egksDTx6DY55XXe7gLpBlNDlqazHQTHEN+VX2k/b7wgQkELQGTFEQhzstTYyZ7EF1XV27NiV9RZEKPXeLk3REpZJbXIKqnFtlPlWDCEyscTIqV1J+wBQyU1JsSH0v0v8X23Tu3rDIL6eFM23t+QDZsgoMqF6hizB8SgX2wIhlGGUNlomuTh37PT8e/Z/bzYG/n416x0rDpShFNt3Nf0iaaFwz3xzrqsdufcPenNNVkUEOphNSYrhixZ2Wzbgf+bS+Pa3SCbgFAAzgmiFYeLUWexQaeSVfcJ6bGWqx80KprgDlSzB8Tg9cuH40xVPXbnVmDd8dIuvf5MVT1mv7ah3ecPLZmLEA1lBO2qq8YlQ8GxqDFZIYr2kte8IOK7XXnIr2g703VbLDYB76xrO4Poo79mdvr6KelR+PKmcS4fjxBCCHGXkb3DsDevqsftLD9chOUNa2F6R+iw8aEZPW6TtKaQKID2zbVZzp//unsyBveizJ/esD27AtuzK5yPn1t6lAbP3KRPpBbRIVRCSo50Kg4A0JcWS8rSokHR2HSqUrLvL+I5vGCfcF40iDJSy1FYQxWhOAoGlb1gtQKvXjYMvcK04FgGCpaBVsUhMZyy7xAitZn9o3C8uJaCQYns/LA7H88s7bh8fFN9ooPw8fVj3Ngj4g7V9Y2Bvq+vPkkBoS7Sqjj8cNsEjGpjIfdbV47wQo/8x8ebsr1y3M3/mYGIIBVYhoGKY2kc1QuKDa0XbV/50XYMSwpDalQQekfo0DtCh/hQDY0HdUI2EZVvrD6J/65uTDd+/w8H8N41o7zYI0I879jT85Hx+HLn49PldegXG+LFHhFvYRgGF4zo5XxcXWdFvZUHL4r4bd+ZHq2YidNroGDpy7M7OJbBlWN7t9p+14zmWbIsNgG/7ivAf1edQJHBLHk/hiWGIb+iDoIoQqdS0OQ0IYQQr/nlzkkAgLXHivGPz3ZL0mZpjRmny41gGQYsy4Bj7Nmy2YaM2hzDQIQ9yIDKHHZNrzAtcl9YhLzyOkx9eZ0kbZ6tqkeoVgmGgTPrOcOg4bzZ//CiiBCNgjK6diD3hUVYnlmIwmoTcsuM+Hzb6S63oVFxqLPyULCO/3v7OaFM8z2XXV6P7HLXF4AR3xGstgeE7sqpwLR+0V7uDemq3XnVMJhsqK6zIlRHi1rlhG347jlVRtmV5Si/0v6dt+54CS4ckejl3pCuumh4HH7ZXwQAqDXbcNuXe5zPbVk8kzL3E+Im23MqUWPmIQgiBZcQWVl5uNjlfe+ZmYb75vZ3Y2+Iu7QcQ31rzUlcOyG5YUyPPrM6EhmsxpbFMzHphbXNtv9vcw5eu2y4dzrlB/Y9MRc2XoDRwqPOYoPRbIPBZENWSS1YhoEgivh6Rx4O5FdJelyLTUCdhYeSZaFRcpK2TVyTFhOCFf+eigMFVTDUW5FbbsSB/Gp8uiUHVl5stu+o5HD8fMdEL/XU98knIHTNiWaPH100wEs9IcR7NEoOKo6FhbeXNNuSVUYBoQQAEKpTIhRKiKLY4/TpRQYTBjyxHC9ePASXj2kd3Eh6TqVg8Z+fD3W+Yze9vS4Lb69rzMz1y50TMbJ3uNuO56vEznchhBDiASUGE7JLjXj8nIF4+q8jPW6v3spj2svrXdr3pUuG4rLRST0+ZiAxWXmsPVYs2fm6tckEc0fUChbHn1nQ4+P5s/mD7WU7r/54e7deX1pjxuD/W9Hmc5TJlQQqrmFiq6CSgtLkSK2wLySot/IIBQWEyokjEKawunXmD+L7QjT2aSVXSsYS3+MIBm3zuT0FuHtWugd7Q0jgqDHzAACrIEDNUoAJkYdTpbVYfdT1gNClhwopINRPvLrqBF5ddQL3zErHfXMoW2hn2lpQszyzCK9d5oXO+BEFxyJUyyJU23i/33S+2zHu//yyo/hgozQZRWe+2lhh9f1rRjrHY4ln9Y8LQf+45nFQu3IrcOn725pt25tX6cluyY5sAkIXDonHXwcLAQC/3TWJSlaQgOUIBgWAJ/88ghsnpXqxN8TXZJ4x4JYpqfhoU06P2tFrFBiXGilRr0hbNj00A4/8vB/Hi40oqbV06bWhWiVYxp4p1vE3AzgzbjX9e0TvMAxOCOzJfVq8SAgh3jX2uTVuaTcySAVBtIf/iwAEwZ4XVBQBlgHiQ7WU7a0b/vXdPqzoQvYHV0UEqSCKYrNz5Vi9wXEMHl80UPJj+puyWjNGt1GCqqeGJ4WhdySNsUiBsv3IT43ZBgBYc7TEyz0h3ZFXaQ8mLKs1Iy6USlfLUWZhrbe7QLqhut7+2Vlh7Np4FvENH145GLd+m9nmc9llRg/3hpDAoVGwMNkEKKk6G5GRxHAtFg6Jw7JD7S8mAIBvbxkPvVaBvtHBHuoZ8QStksO5QykYzlUcy4AXGlPVRAZT5Sp3aSswUEoRQSokRegwJiXCbccgnau38Mg8W43VR4ux4XgpjhXVNHt+1b1TkRZD3zsdkU1A6KlSI0I0CmxdPBMhGlrxTQLToYJqb3eB+CheEHHfD/vx+/6zne6b/dxCmqT0smNFBsx/fZPL+/98xwSkx4YgSKUAR+eOEEKIzLx8yVA8+NPBHrXx/jUjIYiAIIoQRGBqehSVg3eTxQsG9CggdPGCDCRH6JznKzUqiDJPSuSr7a6Xib9vTj/MzIiB2cZjUEIolTjyEMpQLz+Ou6ubptBiWzmKDlahtNZCE20yJDYs6pnVnxYjy1FUw3tuVHLgVaPxBzpV+9eFv+47g5smp9L1OyFukBCqRnZ5PSy8AA1lCCUyoVZwePfqUc7HFpuAe3/Yj6UNSbwcFByDQQGemMTfnHhmAZQcQ+XiXZRfUdcsGBQAHpyX4aXe+LfMM9WSB4P+fMdE2HgBIoARvcOgVtD3tLe1lRhhWr9oTOsXjUtHJ1LMoItkExCaU1YLk1XAkCUrXdp/SK9QfHnTWJokJH5lcC99s8dzBv4/e3cd37a59QH8JxniOInDzNgUkhRSZqZ1vHVwx8xwt91u65g63jtmpg7adVuZmblp0zbYMHPiGKT3DydOHLQdO7Li8/3cfWrJknxu1TjSo/OcEyhQJMTRfLDlvFnJoAAQ89Qai4//5z0TaJDXBqobNdh2tgwPLz9m0X5XfGK/WU6AodXXtsemwdfdxa6fQwghxLkUVDfhwy0Z4Li+p0jd/eMRi7ZnGEMbYJZtqabdkvLDMDBW1UbLa6alsnbr8CbLMHjp0mFYkORcM+B5nscP+3JxrqSu9417sGxtusX7sAwgZVnDeWg5X0z78wP0eL5evnQY5jvB+Zqa4I/3Np03a9t3Np7DOxvP2Tmi7klZBv88MAmDg1W9bzyA0Nwt8WmdcFde3yxwJMQaMonh/CllohniJh2cKaYKoWLW0NL+mIjLqcKer/efWXUKK++d2E/REOI8siqaAKBTwhAhQnp9XTo+2ZZp9f4p4V74/a7xkEup8u1Ak7B0rcX7fHPLaEwfFGCHaBxXRmk9rvl8X5djCrMGO9ffRX/ZlVFu82Ne8cmeLtd/eN0IXJQcYvPPI90rq2tGcY0aFyobO733yOwEDA/36v+gREw0o2XDQjxxKLfK7O1PFtQgq7wBIyMoIZQMHJs6tDB7cEa8QJEQR3PLxGgcy6vGtrNldjn+oZxKSgjto+u+2Ic9mRVCh9GlOrUOVY1aSgglhBBiU4/9dhx7s4T53cfzgI7nASsftLz4z2mnSwg9VVCLZ1elCfLZHA9o9JzV+7/47+kBnxC6Jb0Et357SOgwzKbjeGw9W+o0CaEeCini/JRUOUOEWs/ZpDg/gSMh1hgb5YVt5yvhqaTKEGLTmgwzfyg9JBUjL1fDY6WxMdRCUYx2ZFR2WrcgKQg3jo8Cx/EYHuHV/0ER4gRmJPhiV2Yl3FxE82ieOIEvdmT1af/jedVIWLoWH1w7AotSKGnK2RVUNQkdQr9LK6zpdoIpS2NEVqtp0uLfE4XYcqYUY2N8IGFZaHQcvtuTg+Jadb/FkVfpfP+m+9vujHL8fOACXGUSrDlZhEZN95MOqT285URz1anWGU78+9eOwOAgD0hYBjIJCwnLQMoyaGyoh5Rl4OmpglzKQi5haSCeDDh3fN/2AHBhUjCSwqj8PjHwdJXh21vG4IsdWXhlzZkut7l8ZCgemZVgrJTVWjXL+GfLa4aB8TW1lredOybHdJsQesO4SNwyMQosw4BtOQet56l1WdLyHsswYFi0vIZxXftt6fcfIYQQoUUtWW3WdksXDsaUBP+Wyo8AWipDGl61VYdsrRoJ43Yw/s5r/a3XsbIkuqgM2v54rXi+rc0zz/PgYbi2cibpxbVY9OGuXrd7eFY8FiQFd/g77KKaJ0zPh3G5ZYFB1+er5Whmna/WVrPOcL7UWr1JMuiYaB88t2iI8e/KeA2Itp8jlkGnnx9jBdaW9e33a/156bQf0/l8tO6Hdsfuaj9nEunjCtce2q8Sx9WsMySj04N5cZLSmIVotU4E8XCh704xak3opWpg4rTskkRMeW8fAOCxOQm4n4pOENIvlHIJ/NypiBFxLBmvLgDP81BrOWh0HDR6Dtp2/2l0fNtrPQetnsdNXx/odBw3uqYbcDY9OgVSloVU0paTI2tZlkoYSFnW2HHDmV0yPBQXp4Qg+knT7pw/3z4WChn9XFhi4+kSk1yYVpvTS7vYurOV906AXMqaPDdnWv6UsIZ1DQ31YBkGKg8Pw3N1tvO2UpaFQka5Zv0hu7wB13+5v9P6Zy4agmEhKqhcZfB0lcFLKYNSTuN21hDF31pVgwanCmoBGJLguvrlUgsNAMBDMbAfBBHn5u/hgrI6wyyT1SeLsOhUEeYNG9iVcIhluksGBYDh4V44cqEKc4cG0UWoAKYndl/14u/jhfhhXy4AYHFqOCbE+UIpl8LNRYKaRi3GxvjCx40Giwgh4kINsJzbNaPD8evBvF63e3n1GWB199cvAPDe4uEYE+2DEC9XW4VHOvA3s0r4e5vO99iy/L7psZgQ64eJVGnPpnIrTFvkHMiuxKUf7YZW3/mb9vMbRkEuZTEl3p8md/UjFwnT4wx24riUMkMyU71aJ3AkxBoyCQu1Vg+e5+lhjcjIJSxYBiir1wgdCrGCTNL23ami5zGiI5W0fV+uSyvGnswK44PWYE9XhPu4wlsph7dSDn8PF7grpHCTSynpg5A+8nWTobxeA52eg1RCCfXEcTAMA1e5xOxJjjufmI7Jb2w1LucsW2iv0IiA4gI8hA5BNLq6F73uy/2QSRgcfXYO3GkCqlm6SgbtyqBAj5akZAZSCdvyJ4N3N52HhDE8lzK3o2qkrxJf3ZQKpVwKKcvARWb+dyHpuwgfJdxdpKhvNh2Te2v9WcQFuCPAwwU+bnL4ebggSKVAkKcCQSoFAltek96J4tunUWsYVPd1k9NNJ3Fqax+ajNSXNxmXn12VRgmhxMTtk6Lx5a7sLt/rqgXouBgf/HrneHuHRVqcfXke8iobca6kHvf+dAQAEO3riuyKtpLzyw/lYfmh3hNo/D1csPrBSQjwoAseQohjoqt257bsimQ8tXAw/jleiKdXnurTsR5efsxk+csbUzFrSGCfjklM+bq7IGfZQmSXN2D6W9usPs5HWzPx0dZMk3X0YKDvBgV5YMt/p+Kn/Rfw1a5spEZ641BuVZfb3vnD4S7XX5wSgjevSoaLlAY17YEHcCy/FqV1aro+F5kIH8Nkg0+3Z2J+Eo2viI2XqxRNWg7f7snBLROjhQ6HWEAqYTEq3BMbz5TjFaGDIRaL91cCMDyoe2fxcGGDIRZzd5Hif7NjsCenFunFdcZiLOaga3tCrMcyDDR6Hvf/fBSf3jBK6HAIsdqJ/Brj6wgfpYCREFtTyiU02dVKOcsWYvu5MpMKul1N5Cbd27NkBo7nVRuX9TyPJo0eaq0edc06fLM7B9F+bvBWyqDT89BxPHQcB53eUOVYz+mh53icLKjp/kM6yK1oxKx3dpis+/Oe8RgV6WOr/1ukBxKWwakX5gIwdMg6X1KPM8W1SC+qw/nSOhTVqJFWWIuKhuZOP08/3zEWE2KpKEVvRJEQGurlinlDg7AurVjoUAgRlLfStEJgaUu1UEIAoFmnR5PWsgv1fVmVdoqGAEBDsw6ldc3geR61ah0u/Wi38b1YfzcMD/WAnuMxIsIHK44WWHTssrpm5Fc10QNnQgghDqugqgmfbs9EsKcCHM+D5wGOB+rUWmOLXg8XKeqaLavK9uP+XEoItQOe57HySD5CPBXgeBjOGYCaJi00LefLSylDdaNW2ECdkFqrx7ubzmPX+TJ4KKTILm/AtWMikFvRgGYdh8PdJIe29/fxQjw0Kx6x/u79ELHzOZJnSKTYdLoU142NEDgaYgldy4Dy8XzzHxgQx3G2tAEA8MI/pykhVIT0PA9PV1E8niAdVDUZrt9XHC2ghFCRivd3w7ozFcZuZOZYmEwTJwjpi8IaNQBgWKhK4EgI6Zv7fj5ifP3eNcOFC4TYVHGNmpJB+yja163TOjeqNmm2EC9Xkw5hGh0HHcdBz/HQczyuTg2HnuNR2aDBY78fR3Z5A9h21VkHBXlgcrwfJsf74WxxHQqqm6Br2Te7vMHsOHzdzOukRWxLIZMgKcwTcQHuUCnKkBzmicKaJhRWNyGtsBZHL1Qbt2UYICXMS7BYxUQ0Iy4uLS2cdmeUU/s54rRin1pjsvzMRUMEioQ4kor6Zlz84W4UVDf1vnEHB56eaYeISKuhz63v9r3MsgZkljXAz00GVwvaBXxzy2hMH9R9+3lCCCFESDzPI6u8ATPf3m7W9pYkgz4+dxCuGxMBbzd57xsTs/E8jy3ppbjtu97b8liSDHrw6VnwdKUWorZw709HsCW91GTdLwcuQCmXQNpLF5VZgwPx5pXJkEtZuFGLKrsJ8JCjtE6Dy0eGCh0KsVB2RSMAYMn8RIEjIdZofbi27bFpwgZCLKbRcTiSV4urRgQJHQqxQkmtIYlw+Z3jBI6EWKOmSYvbfz7Zab27ixRh3q5IL64DAEyO9wPLGNpxvnzZMAR7unbahxBiPleZBK4yFrdPjhE6FEJs5vbvDuHIM7OFDoPYwN0/tnWcmRDrK2Ak4sNxPJ5ccbLL7o+Hc6uQGkXVJs2h03P4ZncO/jlRaFKJ2FyHc6twOLcKUpaBpPU/hgFrZgfq5XeOw9gY+rcvBJ7nsfN8OXaeL8MXO0074XopZYjwUeKa0eFo1nF49bIkuFKitdlE8zTgxvFRWHWsENd/uZ/aUhCnxPOdy4qfyK/u/0CIwymqUVucDPriJUNx4/go+wREjK4dE4FfDlzocZvyBi1ynpnTTxE5l66+NwkhhNgPz/OY9tY25LYk1/TkkuEh4HnDnzMHU7VPIc17byfOltT1uM30Qf7wUMiweHQ4TdDsZ1/tyu6UDPrgjDjcPS0WSrlohnQGPFeZBPMG+0EhowFJsdFzhnuG5FBPgSMh1tBxPMK9FYjy61yJhTg2ruV+PcSTup6IUev5GxxCVe7EqFbdNilvy3+nIoYqyBPSbzxdZXTPQETt13bPu169LAlXpYYJGA2xpSfnJ2Lx5/sAAElhdH9sibWnirtMBgWAf08UUUJoL95afxYfbs0wa1sPhRQsw6Cmqa1owU3jIyGTsEgO98LFKSE97l9ba+jwo1LRfYwjWfJn54Tq9xYPx5yhgTT+3Uei+dsLVFFpXuLcGMZ09sLm/06ldn8EADAs1BPrH56Cue/t6HG7G8dHQimXws9djuvGUBvD/vD8xUN6TQgl9sfAvNlfhBBC+oZhGFw1KgxvbTjX43YPz4qHTMLi5glRVLHQAVyVGoaXV5/p9v27psTASynHTRMiaQBGAFPiOyfgxga4m7REIsJjGUBPc5HEjX6kRIlOm3i1zt+kX2fi1DpOTfNwxSncu63S53N/p+GeqbEYG+MLiZnVkwgh1qMCBkTs/jySb3zt4yaHTMIKGA2xpdK6ZuNrGUvn1RIzB3fu6rjziekIULnARUqTAHozPtbX7ITQOnXnbmNNWj0WJodAJmFwqqAGcikLlUIGL6UMMglL17gicN/0uE4JoXsyy1Fap0ZCoAdSo3zgTs+RrCKav7XdGeUAgK9vThU4EkKEkxjkYWzZMvPt7dj06FTEBVBSqLNraNbh9u8P9rrd/TPiEOBBlRf6k4tUgpX3TsBlH+/pcbuoJasBGCq3Hr1QjemJAViUHNwpEZwQp0Ljo4SI0v0z4nH/jHjc+u3BTlUNW7236TwA4M31Z43rPF1luHtqLICuEwMYAAuTgxHmrbR5zM7u9skxuGlCFOKfXtvl+5/tyAIAvL4u3bhuQqwvJsf7G5fbnzMGQIy/O2YPocqvthAf6IE/7h6PKz/da1z30K/HTLZ5ZFYCOJ4Hz/PQ8zwWJoVgCFXs6lcKmQRqrV7oMIgVWh8MaCmjV5TkUhbNWk7oMIgVXKSGh8xNGvruFCOp8buTfv7E6GxJvfG1oTWj4dkbdeYjxL7WnylDk5ZDaZ2antMQUVp5NB+Hc6uMy3f/eJh+dwwgFyUH44FfjgIAimvVAkcjLgqZBJmvLkDsU2uM6ya/sRW3TIzC0oVDKCGxFxPj/Ey+S84W1+GKT/agvrlz8mdXfjuUj98O5fe+YTvUHt6xRPgqkbNsIfQcjyV/nsDvh/OxJb3U5Lyuum8iEgI9qF28hUSTEHqh0tB20NNVJnAkhAjnuUVDce0X+4zLRy9UUUIoQZ1ah7zK3lvGj3llMwBqF9/fRkR4Gy9kv9yZ1WMFrmdXpQEAVh4twJc7s7Dy3ol0o0CcGv3rJ0S8vr55NABg6V8n8eO+3qtl1zRpTRIOu/LBlgycemGuTeIjpmQSFjnLFuJkfg0Wfbir1+33ZFZgT2ZFj9v8+8AkDKMWzDaRGuWDcy/PR8LSrpN2391kWpX3o62Z9FBGAFWN2t43Ig6HbbnfajDzQQNxLPlVapTWa6DTc5BSdSJR0fM8GAAaSsYWpdZ79Tq1Dn7u1NlNbNaeLuty/aO/HYNcwoLjecilLB6fm0jP4wixoaaWSSzUMp6IEc/zWPLnSXAdLt3UWj39mx4gyurbKoTuz+55zI90JmEZPLUgEa+uaRvf/mZ3Dh6bM4g6ZFloUJBHp2cAaq0ec9/bgdyKRpt8xvZzZcipaAAAJAR6YESEt02OS/pGwjJ486oUvHlVCgBgxlvbkFVuOE+XfLQbABDiqYCO41Fa14xtj01DlJ+bYPGKgWi+fQ7lGGac0Kwp4sxGRnqZLD/+xwlMHeRPPxdOLshTgZxlCzH7ne04X1rf6/Yv/HOaEkL72amCGlz0Qe/JFe2dyK9BbZMW3m5yO0VFCCGE2FdmWb1ZyaA9mZEYYJwAdXVquC3CIj149u9Tfdr/zikxAID4AHcMpQqVNvVeh6TP7tw6MRrXjY2wczSkozPFhvswehgmPlzLE82vdmVjQVKwwNEQSx28UAMAOFVYi+HhXsIGQywik7DgAXyzLx/PXZoidDjEQgdyqwEAyw/mYcn8RGGDIRZ7cFoUZBIWn+0yvVdbcaTAZDnO3x03T4zuz9AIGdAUMhZqLYfiGjVUCkq2JuLCMAyOPzcHE5dtQUWDxri+WcvRPfAA4SaXdvmamK+srtlkWcIy0Og4uNH8qT5TyCRY//AU7M+uxE1fH+jz8T7elmmyfOCpmQhQUb6No9ny2DTwPI/8qiacLKhBRmk9sssbsPKo4b5l2lvbqChCL0Tzbe7jJoeEZRDm7Sp0KIQIhu9i0jy1xiKtuksGXfPgZLjKJVDKJVDIJPCgmUj9gud5aPU8tHqu22RQlUKKJ+fGwtPdDTIJC5mEgVzCwkXGItbfHV5KSgYlhBAiPv+eKMT9Px+1ev/H5w4Cz/OID/TA3KFBNoyMdIXneby5/myngTBzPT53EDiOxw3jI+naxU5u+eYAtp7tupITAET7uWH2kEAMD/eihDaB0YMw8WmtcDMjMUDYQIhVfJQyVDZqkUQVqUUr0ofG+sXIW2lIZFpI1x2ixDIM9udUd1q/MCkYE+IMrTNDPF0xNcG/nyMjZGCbEuuDDenliKeuf0SkFDIJtj0+DUnPbzCu81RScvNAoWzXhpkm21nn0dmD8MXObOOynjM8IyZ9o9FxeHvjWXy2Pcsux793WiwlgzowhmEQ7qNEuI/SuK41IRQA9mSUY3S0D2TUNaZLoskKqlVroed4MAw1DyXO66kVJ42vNz06BXEBHgJGQxzFgexKXP3Z3i7f++aW0Rgc7EHfnf2sVq1Fcrub4u48MiMaC4b4w9OTHl4RQggZOCxNBn187iBcnBICwFD5nG7e+1dRjdqiZNA3rkzG+BhfyCQsgjxpsKw/dJcMOiMxAO9fOwLuNOHLIfjQgzBRaukYTy1xRaqyUSt0CKSP4vyVvW9EHE6zzvBgWyqh8UaxOpZfa7J86fAQXDEqDJPjKQmUEHvZkF4OAPSshoja7oy2VuIvXTpMwEiIrbX/bvr1YB6WXZEsYDTi9OK/p02W01+aRxOHbWDpXyfx26H8Ph3j2YuG4OrR4Wisr4NMwsLbi57Li9mn/xmJu388AgC47sv9AAz3M6MivREX4IGEQHf4ulNpXgAQzZO2/VmVQodAiODaz7SqU+sEjIQ4kuAeHsTf8s1BRD+5BrkVDf0YEVGaeYH/wprzSHltF676dA9qGrXGdoWEEEKImO1eMgOf3zAK906LNWv7N9efxeQ3tmLyG1sR//RalNaq7RwhaS/EyxUbH5mCz24YZdb2T/xxApPf2Ipxr23G5R/vtnN0BACOPTu7y/Vb0ksx7Ln1eGT5Mai1+n6OinRU2ahFCX1/iY6fu6Gy8dK/TgkcCbHGqHAVAGDdqWKBIyHW2ny2oveNiMNJCTX87H20NUPgSIi1/r7L9Nr/r2OFuOGrA4hasrrTfx3bnxJCrJMaYUg+ySrrutMbIWIwZ0ig8fUzdA9FiImbJkSaLB/LqxYmkAHm+rGRvW/Uixf/PY1hz62HjuMhYWlihtjNGxaMnGULsXvJDPi4Gcb1Vh0vxDOr0nDtF/sw6uVNiFqymp4zQUQVQqUSBjpKlCFO7n/zEvHN7hwAwOvr0vHrneOFDYg4hHAfJbJfW4DoJ9d0u82P+3Lx1ILBNPu0n0glLHKWLTRZl1ZYg4Xvd906/mBOFVJebKsoKpey2PTIVET4UqUMQggh4hPq5YpQL1fMGRqEJ+Yl4o7vD2Hj6RKz9x/z6uYe3w/zdsWu/83oa5iknfhAD8QHeiBn2UJsP1eGm74+YNZ+Ry5UI2rJ6h63oc4GfeellCNn2UIs/eskftx3odP7K48WmLTK6WhyvB9+uG2sPUMkLR785SiW30X36WISpGqrGKCnBwOiMzbKC4fzanHfz0ewMHlh7zsQhxLp44rcyiahwyBWGNWS1PTviSJ8eJ3AwRCrRPkqkbNsIQ7lVOLKT7vuPNVq9CubTJZZBgjzVoIHj3unxeHaMRH2DJWQASPUS4FDF2rwyuoz+Orm0UKHQwghxMYO5lSZLI+N9hEokoElJdyr0zP3VutOFePuHw+bfawJb3d93fvvA5MwLJSqhopNqJcrjjxjKKTA8zwKa9SYuGyL8f0xr27u9t+OsxBNhdCZiYEI9XIVOgxCBNW+rPg+qppL2mEYBjnLFuLT/4xEV8+vvtiZjegn1yCnnCqFCmVoiCdyli00/rd7yQwEq7ouV67RcZjy5lZELVmNGmqBRwghROS+uDEVgwJtlxAol4rmNlaUpib44z/jbPdQV8rS+bKVly9NQs6yhYiycNLQzvPl+HpXNurUdF1pL9PiDYP8+7PpPl1sZJK276hfDnROuCaO7aqRwcbXmpYW1kQ8xkR6wlVG1wliFOPXdi1SXk/VI8UsNcrHZLwy45X5OP3iXPx5T/cTXDgeuFDZiLzKJjy54mQ/RkuIuF2bGgIA2JxeKnAkhFjvzyNtbZvd5NQKeyB58Z+2due+LRX3iGUqOlwXU5Em+5s3LMh4HXvg6ZlWH+eiD3YhaslqZFIVb1HiOB4bTpfg/U3nTdaPoaRs8VQIlUtZFFQ3oayuGf4eXSfQEDLQdbyQqG/Wwd1FND/GxA52Z5Tj+i/3m7390r9O4cfbqTpQf8korcesd7b37SB0v0AIIUSE3tl4Du9vPt/7hlbIKmvAzvNlmBzvb5fjO6NatRYTXtuC+madzY/9wj9p+OaWMTY/rrN5euVJ/LS/c7Kap6sMNU29J3q++O9p/HLgAjY+OtUe4Tm9Y/m1xtc8z9Ogv4jUqtu+9/zcabxRbH49VGh8XafWwpfOoaj8eawY1BBMnA5fqDG+psla4lRWr0Hyq50r/bu7SMHxvFnd+r65eTTGxtBDVkLMtTPDMHnMSykTOBJCrHe2uM74+sfbx9L97wBSXNtWuT81ylvASMRL3+H6adEHu/DPA5MEika8eJ7H/T8fxeqTRf3+2TPf3o70l+aZFGkjjoPneVQ3anGioAYfbjkPhUyC/VmV0Og7TxBe//AUDAqirmWiySTLbqlqp6BZw8SJPbsqzWRZrdVTQqiTy6tstGj7XRnliFqy2unLY/cf655sjI/xBQ8eS+YPhqcrDRARQggRl893ZNosGdRbKUOgSgFf97aZ6YMCVRgX42uT4xODBf+3s8/JoAwDBKkUiPRVgmUYMAzAgMHTC4fYKErntS+rostkUACdkkFvmRgFuZSFlGXw9/FCNDbroXSRINxbiYdmxvdHuE6pusnw83N1ahg9DBOZtKK2B5pzhwYKGAmxxme784yvKRlUXHiep2RQEbvlxxPG1yoFjVuJUfuE+va6uid4YEYcKho0+Hn/BYT7uOKa0RGID3DH9MQAe4dJyIDy0Y5cAMC3NGGSiNj8pGB8uSsbAHDZx3sAgJ43DhAfXz8KUUsMk0XWp5UIHI341Dfr8MGWDJN1JwtqutmatKfVc6hrmayr03PQcny/JYPeMTkamWUN2NJSvfuxOQlwoQlvDqNRo8OW9FKcLqxFbkVjl/8uUsI8UdGgwZgoH1w2MhSjo3woobcd0WSSubkYTton2zLxxLxEgaMhpP8V16hNvuRuHB9J1SsIrhkTAT3P4+mVp8zehx4E95+4AA9kvroAU97YioLqpt53aPHpDaMoEdSG6Jk8IYT0nzu/P4QNp20zaBjsqcDFw0MA3jDFguMMiQMRPq6Q0Je7zVz96V7kV5l/ndKdi1NC4K00JO62nh6epzZTfXXfz0ew+oT5g6AuUgl4nkezlsPswUHwcZPhrqmxJm2xif1cPjJM6BCIhVon2SpkLCXzitCYSE8cyK3BNzePFjoUYqHW6jkeCtE8niDtPDw9Cu9tzcHDs2iMUay+2JPX+0YAVAopJCwDP3cXPDgjDhxvSHhICfeyb4CEDEBT4nywI6MSIZ4KoUMhxCo1jVpc8ckek3V0LTdw1DS2TTiWsnRvbInSOjXGvLK50/qdT0wXIBpxqGrQIPWVTZ2qqvYnCcsgwkeJecOC8TWNKTicDWnFuPOHwybrFDIWqZE+uG1yNAYHqRBE11S9EsVv6Yr6ZhzMrgIAjI6iFhTEOXkpZfB1k6OiQQMA+H5vLmYODsTUBGqV6eyuHxuJ68dGAgBmv7Md50vrO20zKNAD6x+Z0t+hERguKHcvmWFcLq1VI7u8AYs/39ftPvf+dBg/3T6uP8IjhBC7oYI/zsmWuTRFNWp8tj2ry/fiAjwwKd7Pdh/mxMK8XXEgp+/HWXWs6ypDNU1avLt4eN8/wEkNC/G0KCH00+2Zndb5ubvgmjERtgyLdBDl44qcyiZc8/k+rHt4MhKDVEKHRMzk31KBWq3l8OyqU3jxkmECR0QsMTTYAwdya3DLtwfx2Q2jMHdokNAhETNJWAYSBlBSNzBRSgx0BwC8t+k8Zg8JxNAQT4EjIpaK8XVFVkXvk8Jq1Tq8t6lz94dPtnW+5mz18fUjsSApuE/xETIQDQlyx46MSox5dTNVVCTi1MWYX51ah0d/O4Z3rh7e7+EQ25JJ206wjuORU96AKD83ASMSD183F3grZahqNO3iM/mNrXj9iiQsHk1jch0QJss1AAEAAElEQVRpOU7QZFDAMEnxmZbuvO9cnYIIHyUkLIP4QA/q0OsAXOWdq3yqtRx2ZZRjV0a5cV3WqwvAUhJ7t0TxL/lCZSM0eg6PzUmgNhTEaSlkEhx+ZjYWfbDLWGL8cE4lJYQSo21nS7tMBgWAsyV1GPHiBni7yRHpo4SeN7STnD6IvlP7Gw/0mAwKALszKnDN53shk7Aoq2s2VtviW9KreN5QQl8uZfHu4uEI9nS1d9iEEGIxugVzTp/dkNrl+upGDYa/uNFmn/PLgQv4+YCh3ZpMwuKZi4ZQ9XwrvbN4ON7pkLCp0XFIfXkjatV9ayMPAJUNGtz7k2E2L88Dk+P9ce2YcKrEZ6Z7psXinmmxJutWnyjCfT8fMfsY69KKsTOjHDKWAddScZfneeOfD81MwKAgD9sG7mRyKtsSKg7mVFFCqIjo9Jzx9fd7cykhVGSO5tcaX3+7O4cSQkWEYRjoeaCkTgOO4+kBjshklTcaXx+9UE0JoSL0112pcHP3wBc7s3CupA4rjhTY7NinC2spIZSQLvA8TZ0m4ubpKsOu/03HpNe3mqxfMIy+8wcCpdw0bUhFXQzNJmEZHH12DgAgo7Qes97ZbnzvlwN5lBDahQAPhVWTIziOh47jwfE89BwPPc+D41petyzrOR7nS+txyzcHzT7uo78d73L99EH+kLAsvJQyPLtoCFQK+rnoL5Pj/Y3/RqoaNMipaMBfRwtQp9ZhxdG2e5eYp9bg9ItzO32HEQNR/K0EqAylXisbtL1sScjA1qTRG5NBAeD9LRl4cGY8pNT+z6nxPI+C6ib8dbTngbuqRi2qGrXIKmsAAOw4V0YzUe2I53lUNmig0XPQ6nho9BzOldTh3p/Me3i/L6vSrO2+3ZODJ+cP7kuohBBCiF1xHI+Hfj1m02OuPmlaMdFbKcfzFw+16Wc4s+/25NgkGRQAtp8rM1lee6oYs4YEIMCDWrpYo7RObVEyKABsO1vW4/vnS+qx8dGpfQmLtHPDuEihQyAWaD+esvrBSQJGQqxxrF1C6IfXjRAwEtIXlAwqPvXNbdeJV44KEzASYq1Pd+bi450XbHKsly4ZioXJIWAZQ7K3JyWQENKl344WCx0CIX3WVdLUrCGBAkRCbK20Tm2y7OMmFygScetYWfJYXjWO5VVjeLiXMAENELxJAiig4zhwHIwJoK0Jon8czsc7G8/Z7HO3thtTjfZzw33T42x2bGI+bzc5vN3kGBHhDQB466oUvL4uHZ/tMHSXG/Lsesp56YYoEkJDvVwR6uWK3w/n4emFgyGhQSLipF5dc8ZkeXK8HyWDOjme5zFo6Tpo2lU16cmgQA/8d04CZBIWicFUBcieop9cY/E+oV6uuGJkKORSFnIpi9OFtfB0lWHaoABDOzWWMVbck0lZuEhZDKMqDIQQQhxQcY0a417bbNfPePuqFChkEkhYYEYiDT731Z7Mclz3xX67HPvBGXFIaKlAGRfgTsmgFsqvauxUgcMc17a0if/lgOFh/xtXJEMmZcC2VGdlGQYMY5hxTWzDlx6YiE5NU9vk8/gAukcWG4WUhVpnGA/xpUrhhPQbrb6typ1C1rmVH3F81iSDhnq5YlFKCJ6YO4gSuQmxQmsr4beuShE4EkKsdyS3ymQ57YW5AkVCbK1Joze+pqY+lsurbMTjfxzHqYLaTu+pFKJIyRKUWqvHvqwKyCQsdByP2iYtmjR6NGn1KKtrxodbM/o1nnAfV7x48TBjEqqUZajrqgN57I/jJh0OvJQ0Ia07ovj2Ka1To6Da0H5rx/ky+mEjTuuHfbnG10sXDsbtk2MEjIY4irunxeL9zed73OaFi4fipglR/RMQAQAsmZ+IZWvTLdrH38MF84YFY0gItZgkhBAibpd+tNtmxxoR4YV3rh6OaD83mx2TmKpVa22WDPr1zamYHO8PGU1cswmO481KBo31d0OzjoOHQgYGwHOLhmBsjC8A4LXLk+wcJZGyDHQcj1h/dzQ06+DmIorhNgJAz/FdvibiMDbaC9vPV2LOkEA0afRwlVNimlhwLT9vQSpK5BUjlavh99yswYHQ6DjIpXTdNxCNi/FpmaDOYkq8H1ykLCQsiz8O50MqYaCUS6CUS+Hm0vKnXAqliwRerjIqYkFIFxID3ZBe0oAREV5Ch0KI1SbE+WFHu04wc97dAVe5BF/dlIpIXxq3E7P258+dWi9bbObb2zsVb3KRsnjlsiTE+LsLFJV4PLvqFH47lN9vn9d6ncvzwNniOrx2eRJcWia6yVgG42J8aQKUg1Jr9SbJoAAwLMQTT608iSCVAkGeCuOf0X5uTv+MQhTf5qW1zQAAT1cZplLlCuLEXrs8CU+uOAkAeHn1GQwP90JqlI/AUREhMQyDR2cn4NHZCQCAFUfyu2zZ8Nzfafj9cB7i/N3hIpWAZRmwjKEqkIRlcN/0OPh70CC8Ld09NRZ3T43t8r0D2ZW4+rO9ndYfy6vGgvd3drmPXGKoGurSUj1ULmVR2aBBjL87GBhm7DEAhoZ4YulFg+EipQdhRNzocTwh4vblTal4/u805Fc1QSZlMHdIEL7clW3VsY5eqMb0t7YBAK4YGQaFjIWEZaDW6o0DRfdNj8VjcwaBoSnsVlEpZHh3cQr+b9N5NGr0GBqiwu7MCmh05lWhb+/Wbw8BAIaGqJAc5gUJC0gYBtvOlSG3ohESlsH2x6chzFtp6/8bAxLLMvj8hlFYcaQAkb5K6DgexbVqrD5RZLJdZllDyyvDZNrFn+/D7CGBkLZUmZeyDFiWgYRhIJUwkElYY/eVa0ZHYFAQVUbsC5nEkBB6IKcSQ5+jNkViEu3X9l00+Nl1dO5EJtpXie3nK7HhdAmdP5FpfbhW3DLuT8QlMdDwUHvTmRIkLF1LP3si9OutI/B3WgXWnCxCdaO2y232ZVUaX7dP/ulNSrgXVt03sc8xEjLQJIV4IL2kAQ/9ehT/PjBZ6HAIsVhhdVOn3wetBb0O51ZRQugAUtesEzoE0Vn38GS8tjYdG0+XGNdp9BwuTgkRMCrxeHT2IFQ1alGv1kEqYeDuIoWrXAIXKQsXqQQyCQOOh7E9vKFFvGGioaGNvOFPHcdDrdFjc3ppj5/X/joXAO784TCmJPhDp+ewJ7MCgKGy62NzB+HG8VH2+r9NrKCQSfDJ9SPx2O/HsTA5GBX1GhTVqHGmqBYVDRqTbS8fEYp3Fg8XJlAHIYqEUL+Wlj9TEvwpE5s4tWvHROB0Ya2xUuh/fz+O7Y9PFzgq4kguHxmGZh1nTBxu71RBbZel6gGgqKYJn92Qau/wSIsx0T74+/6JuPhD86unafQcNHoO9R2elRzPqzZZPnKhGpeOCMGoSEoWJ+JHiV2EiNewUE/8cc8Ek3VLLxqCpX+dxI/7LG9P2OrPI13PFP5oayYmxfljfKyv1cd2dpeNCMNlI8JM1r34z2l8vdu6RN60wlqkFXa+9tS3VLykxAHzzRkahDlDg0zWbUxb26nyQEftB6F78tP+Czj38nyr4yNAk7btXDw4I07ASIilJHS9KWrtJy6EebsKGAmxRoS3Aheq1EKHQazQ/pvz2jHhgsVBrDckyB3jEkIwLsYXD/5y1GbHVSmkuIW6VBHSpZOFdQAMlcgIEaOcioZO6/7vmuGYlhAAT2rXK3o8TyU6+iLG3x1f3JiKR387ZqxeyPPAuZI6DAv1FDg6xxfkqcAXN9o+T2Hm29vaTaLvWceE91q1Ds+uSsN/xkZSjpqDmZ8UjPlJwZ3WH86twhWf7DEurzhagPTiOqx5yHkn4ogiIbS1akWwp0LgSAgRXvu28Ss6PGQnzq3jL7mOXrxkKOQSFhwPcDwPnueNr68YFdbtfsQ2vt+bg2dXpRmXe3rueM+0WAwJVrVVdJIwkLKsybKEZcHzPHgYbioAHjwPeCnliAug9gOEEEIcB8fx2JxeirK6ZquSQV+4eGhLq0LGMAOY46HneDRpOfx68AJ0eh7Xj4vAuBiaDGErx/OqkVVeb3Ey6G2TohHlq4SEZcEwbbO29RyPQ7lVOJJbBX8PF3x03Ug7RT7w7ckox9G86m6TQd1dpLhnWqyxKqjh2rHlOpJhwMMwW16r46Bradc7t0OyKbHc47Ni8OamLADAo3MGCRwNsUT7NsdPLxgsYCTEGtelhuDnQ4UAgH/unyRwNMRSsf5ulBAqUiMj2h5qL104RMBISF8tSg6Gr5sc/54oRFZZA/ZnV/a+UzsZr8yn9vCEmOm+KZF44PfT8HenTm1EnCbE+mFyvB92ni83rhsb7UvJoANEUY3pdblaq4dCRp0ILdW+lfW/D0yiZNB+kllWjzNFtWBbHr7XqbX435+di2e15+/hgmtHh0MmYSGTspBLDOPZq44VguN53DE5hgoWisyoSG9sfGQKfj2Yh69autWdLuq6WJqzEEVCaE2ToWVFnbrr1hWEOCtfunF0ehodh4Sla3vd7sGZ8VTSXCBldc0Y/cqmTuu7mmx3+sW5UMpF8auZEEIIMdtjvx/HiqMFvW/YhblDA3FTDxVm7pkWa2VUpDvnSupwyUfmVzFv75rR4YgP7Lr1+C0To/sSFgHw/N9p+HZPTo/bHHh6Jl1PCqA1GZSIj7ZdcvW1YyMEjIRY457lp4yvvd3kAkZCrLH1XIXQIRArfb+/rWq/mwtdd4hVQXUT3l5/FuvTitGg0Vu8/5kX51EyKCEW+Ou4oYNDVxWtCBGLjh29gqiY14AR4mXacaGhWUcJoX3koaDrZHtq0uix/OAFqHUclq1NN3u/UC8F7p0eh2tGRxgLE7ZHY9jiFh/oYUwGJSJJCG2dLdXQbPlNKSEDia5DFRiO42lWAjHL+5vP4/3N5wEAW/47FTH+VEGyv9Q0aczedsiz6zutu3xEKN5ZPNyGERFCCCH9y9pkUABYn1aCqCWru3zvzSuTcVUqtai0td8P5Vm97+x3d3T7XuarC7ocZCPm6y0ZFOj6erK93+8ej9FRVE3XnurUWngoqEKKWDS3azleWN2EhG6S2olj8lHKkNdSYbK+WQd3SkwjpF+4tKuu3KzTw0VKyQJi9Meh/D7dqw1+dh0AwNdNjg+uHYEJcX62Co2QAalRa3jGHe7t2suWhDiu9i2VH5wZL2AkxJ7euiqFilJZ6e6psfh0eyYAIMxbKXA0A9vzf6dhuRXj2AXVary1/ix2nCvD5jOlxg5KcQHucJGyuHF8JBaPpgnDYsTzPHZllJusO/vyPIGicQyimL6XX90IwFAJjxBn1nHGrZajnwlnJ5eyyFm2ECvvnYDnFpnXoqlJS8n1/SkuwAMHn56Fv++fiL/um4hP/zPKov13Z5b3vhEhhBDiwJbfOc4ux/18B1Xks4cHZsYjxA4VHho1Opsf09l8fXNqn49RWN1kg0hIR9eMaqvyk1vRKGAkxFLtEwjXnCwSMBJijXunRBpfF9dQ63GxmTfYD1KaLCJKC4YGGF+X15s/EZo4lvumx2LlvRPwxLxBfTpORYMG29olCBFCutZaae/r3TnCBkJIH7xxZbLx9Ya0YgEjIfa09K+eW22T7p0sqDa+ponx9rVkfiJumRiF2ydF466pMRZ1Eqtq1GJ9WokxGRQAMkrrkVZY22ureeKYNp0uQfSTa3DDVweM664aFeb0kxdFMW2abSk/PntIoMCREOJYnP0LjLQZEeGNlDAvvPDP6R63+/rmVAwOUvVTVKSVv4cL/D0Ms+mO8lVm75f+0jxqyUAIIUT0xsb49vkYf94zAUOCVWAYGP4DA5mEBtXsQaWQITnMC4U11g3szx8WhLevTgHLMGAZBgxjuKenQdC+C/CwPFE3Z9lCO0RCOtqbXW18PSzUU7hASJ9cPzay942IQ2mtDgoYqnkQcVG5ysDxfO8bEofTvrpyqBdVuhMrqYTFiAhvlNY1W32MERFe+O2u8ZBR63hCetXQbJgkqZTTeD8RrwvtJkCGUbXbAYVvd13uR9VBrbY7o8L4WqfnOhX7Irbj7SbHc4uGmqz7fk8OGjSWF8ZKDvPEsxcNgVTC0nebyGh0HA7lVuL27w8Z1y1ODcerlyfR8wiIJCE0s6weAOChEEW4hNjV5Hg/7DxvqBhYVtdsTDIjzierrB4z3t5u0T63fnsIk+P98MNtY+0UFTmYU4l7fzqCsj4MprZ6fV16p4tZQgghxJGdyK/GxR/uNi5LWNskbl7xyR4AhmTDTyystk16tiezHPf+dATVjVqbHG/tqWKsPWVIJj3w9EyrkhhJm9yKBiz6YBdq1Too5RJ4uEhR12x+tdWoJasBALuXzKCEDTu6ckQQ3t6cLXQYxApafVtSk0JGD2rEZkgQJYGKWaNGT5NgRYomZg0MK4/m4/m/T6OhWQe5hAXLAjxvmvDbG5ZhKBmUEDPNSvTDgdwaetZNRO3IhbaCJ/fPoJbxAwnDtF3f5VdRdxlbiHt6LWL83LDp0algKTHNYpll9Zj77g5jFU+WMVTb7u5vkmEYMAwDdxcp6i0YOwWAE/k1uPLTvV2+t3ThYNw+Ocai4xH7atTosO1sGTJK6/HOxnOd3n/u4iGUDNpCFFedOeUNAIBgT3p4QUhrMigANFkxw4EMHFq9dVUUXrxkmI0jIe2V1jbbJBkUAP4zjirUEEIIEZeOrZL1HA89Z7vKT62JhsR2CqqabJYM2lFxjZoSQvuouEaNWrVhELPRyvu/wcEqeLrKbBkW6WBXpuGh2EuX0GQusWloNvxcMQzgoaCfE7HZft5QfWVstI/AkRBrFFSrQc9oxOlcqeF5TYSPUuBIiDV4nkeTlsNb68+hpqn1PoAHLLjU3PLfqYjxp6R8Qizx66FCAMDISG+BIyHEcjzPo1GjR1yAO/ZkGq7BH//9ODY+OlXgyIittK8QevfUWGj1HE36sFCduvP4anWTFtQTwTrniutMWrpzvPVjo30RS91IHM5jvx/HmpOmz4m+v3UMJsX5UfJ1B6JICP1ql6HKQkF1I5LCqPUWIa0ifGnQzZkNCvJAzrKF2J9VgcWf7+tyG5mEAc8DPIAoXyV+uWMcAlT0UN6eFiYHY2HyQug5Hk1aPZq1emSU1nd7jnoSSwOrhBBCRGZRSggWpYRAq+dQ2aBBRb0GTVodrvik6xm2lrp7aqxNjkPaXJUajqtSw6HW6lFa24zqJo1JlVdreStlVJHSBsbG+CLr1QXIrWxEdaMGl328x6L9n180BDdPjLZTdKTV/pxqAMAzq9Jw9ehwuEip4p1YtFYF5XlDlevkMC9hAyIWOZpfCwDYn12J8vpmam0oMq3nj4hPXctklQuVjahp1MJTSQn1YvLK+kz8dqTIqn3vmx6LS4eHUjIoIVbIqjBU3Av3pud6RFy2ppfilm8Pdlqvs+EEcCK89hVCP92eiU+3Z2L749MQ6esmYFTiIpeaJtBue2waovzo789a85OCkbNsIbR6DrkVjWAZgON5cLyhCAXH8+A4YNGHu+zy+Z9cPxLzk4LtcmxiHY2OQ8LStSbrPv3PKMwbFiRQRI5PFAmhrQMMo6Notjch7XEcT1nuBGNjfLt979zL800u4kn/kbCGsvTuLlKcLKixeP/FqeF2iMo58TQuQQgh/Y5lGNz1w2Ecy6u2yfG+vWU0RkV6g6XrGrs5WVCDq7ppjWOJUZHe+Prm0WAYQEltYG2CZRn4uctxzeeWnx+qPtP/nv87Da9dnix0GMRM7X+vXPzhbuQsWyhgNMRS0b5KHMg13G+nvryJzp/IuEhZNOs48DxPY1ciE+jRlny9+PO9WPfwFAGjIZa6aFgAVh4vtqr71EdbM/HR1kx68EpIH5wpogkRRFwGB6u6XN+s1aOwugkhNBl4QJqa4A9/D5pwZ4mM0nqT5XVpxVTcwAZkEhZxXVTpTCussXky6PbHp8HbTQ4AcJeLIpVuQON5HmdL6vDqmnR4ucrw9/FC43vTB/lj6UVDqLhWL0Txr9hDIUVVoxY1TVr40kxv4sS2ni01Wf5yVxbunEIXEs6oulGD9WnFYBgGjc26breLfnINjj87h2bqC+Ddjefwf5vP97rd9aNDEB3gif+Mi4SCkiYIIYSIXLNOj0FL19n8uDd/01aJ4M0rk3EVTZywmaoGDUa8tNFmxzucW4WUFzYAMNzLn3x+rs2O7aweXX4MK44WWLTPrv9NRxhVnhHEJcNDhQ6BWKC6qa2l22Uj6NyJzYWqJuPrO6fECBgJsRTP8/BUSFFarxE6FGKFotpm4+v/jIsUMBJijeFhKrhIWWj1lrfcTAn3QoSPEpPi/ewQGSHOge7TiNgEeSpw/pX5iH/atCpbYY0aJ/JrKCF0gPru1jFChyA6pzoUB7pQ2ShQJOJ2ILsSV39mm25jlpr65jbj69FR3vj97gmCxOHsDudWYdWxAny/N9dkfUq4F84U1WL5neMwIoKKIJhDFAmhlwwPxbd7crD48304+PQsocMhRDC3fGNakv+qUfQg3Fld/+V+pBWaN5NU6UJJhv0h9eWNKLfwQcaIMBXunhQBX29PSKnaLyGEkAGgL1WZJSwDBi3V2gz/g+El0/InEKBSYGIcPXy0JXOvKTvyUHQYTuji3D+3aKhVxyamuksGVSmkYBgGPM8b/vpbzsGMwQFUxaGfDQlyx+niemx4ZAoSAj2EDodYoKzlHu6i5GC8c3WKwNEQS4V7u2JvdjVW3DsBI+lhgOhUNmoxc5AvVQcVodbxL2qjKE5NWj3qmw3JoN5KGa4eHY71p4qRU9GWtPDRdSMR5KmATMJAyrKQSRjE0zUOIX0yMcYbu7OqcPdUmsRCxIXneby5/qzJuvExvvjmltFU5ISQdv7350mTZeoEaZ2ssvreN+rFvKFB0PM8OI7H5nTTgmvuLpKu70E7jG3fOy2uz3EQyxVWN+GKT/aYrFt130SkhHsJE5DIiSIhNL3Y8IDqtcuSBI6EEMfxxpXJxpLVxPn83zUj8PG2DDAwPADuqWJQ66y9v++fiOQwr36K0PmEerlanBB6NL8Wk9/d1+V7X92UipmDA20RGiGEENJvFDIJVt47AZd9vKf3jTvQc62jLt1nlWaXN2Dj6RLcNCHKugBJJ5Pi/fDo7AS8s/GcRfvVqbuvUt/qsd+P46LkYHpAYCe13ZyDVccKsepYWwudK0eF4a2rKNHNnuRSFgAw590dOPDUTASoFAJHRMyllBu+n/49UYSbJ0QhNcpH4IiIJVQtkxMu/3gPNj4yhZKVRIRhGHi5SlFQraaW8SLU+t15z09HsOnRKYgLoJ89MaloN36p43h8tj2r0zb3/XzErGMlhXpi1X0TwdJEd0J6FepluEf4af8Fqq5MREWt5fD5DtPfFcfyquHSch9MBgadnjO+Tgyiaztb6DSZnpjlmjERuGZMBABD1dWLPrC8Lfy6tGJIWAYShoFCxkLKsqhv6bjaOjGqJz5uckwb5G/x55K+C/FyRYSP0qTC7lWf7kWQpwLBngqEeLnCzUUCL1c5HpwZbxyTJV1z+G+hvMpG7MuqxDWjwzFrCCXGEOd2eOksjHp5EwDgiT9O4GqaWeJ0sssbMP2tbbhhXCRi/NwgYVkUVjf1viMAX3eqEmQPm06XYFdGOUZEeGNkpLexihlgqGT25a5sq44b6+9uuyAJIYSQfjQiwhtf3piK278/ZJfjpxXW9L4RscgDM+LQpNXjk22ZQodCurDlv1Mx4+3tVu+vkNHAmL0dy2+rtFvZqKGEUBGJ9Glrb5hT0UgJoSLT/iF0YY2aEkJFJiHQHXuyqlBer6HK1iIzLtrL+LqgWk0JoSIT5u2Kd68YjLQStdXjlq1OFtRAo+egYGkCGCG9+e1IEQBg6V+nKCGUiIqrXII9S2bglwMX8MGWDACGatNf7szGHVOo4u1AUdDuWfMN4+k7yhqpkd44lFtlXH7ijxP44x5qOd4Xw0I9ceL5OTiUU4kd58ohl7I4U1QLKcuAZRjwADieh07PQ6PnoNNz0HE8tHoe2pZlrZ43+fdtjsoGDRKWrgXPG0pX3DwhCksXDqaJjP1kxxPTAQAV9c04kF2JY/nVKKxWo6i6CQeyK43n88OtGVicGo4HZsYhzFspZMgOy+ETQn/cnwsAFv+QEjIQtb+I+O2u8QJGQoQy/a1tAIAf9uVatN/Bp2fR4LodNGp0Nkl2ifJVIsbfHeHernhywWCqokUIIUTUeJ7HnswKmx4zwMMFDAMkhXpRG3I7sVUyqIeLFEoXCRgw+Ppmah9mC/f8aF6FplYKGQuVQobRUT54++oUOgf97OiFaiQGqYQOg5hJrW2rgrInsxxXjgoTMBpiqbyqtvHiH/flYmoCVfAQkz1ZhnFOX+qAJDpl7SpMHsiuoJ89kTl8oQZ/nyzF1nN9u2eTsAy2Pz6NrjUJsdDC5GChQyCkR3mVjbj5mwOoadKhVq2FRsd1ud24GN9+jozYU0G7e6unV57CsjXpkEoYKOVSKOUSPDgzHotSQgSM0DGdLqzF0r9O4siF6k7vvbt4eL/HMxCpFDLMSAxEYpAKE5Zt6bfP1erbuph9tSsbT85PhFRCCaH9ydfdBfOTgjE/yfTaadWxAjz06zEAwPJDeVh+KA+AIXH3oZnx1GW5HYdPCB0R7gUA2Hm+HIdyKmmmPnFq/xxva/tX2WBZa2oyMGx9bJoxKdRcY6J9MPqVTSbrhoWq4CI1DNbxPG9szMrzQKSvEq9dngSl3OF/RQjutm9tU/lscLAKHgop1FoOz61KA8MAFyobjck0i1PD8eyiIXBzoXNCCCHE8UU/ucZmx3pwZjwemRVPs2/tiOd5m52zXf+bTrNxbezzHZk4W1Jn1rb3TIvFyAhv6Dkekb5KDA6mpEQhRPrSz4CY1Kp1xtdD6GdGdLIr2h5apoR5ChgJsZaHQkqtpkUoo6ytfR9d+4nPYyvPoKJBa9E+/z4wCcNC6XuWEFt4eGa80CEQ0qPHfj+OzLKGXrdb9GHPbZwZBghSKfDbXeMR7kPXC45uQpyfyXJdS3vtqkbDNcMDvxzF0BAVYqi7IQDDeOrmM6V4de0ZZHXz8zL1za2QsAxW3DMRSXS/apHWjqm29tm1wxCscoG3pwoMA7AM0/IfwLT82bqOYQEpy0DKsoaKpHTf6jAuGR6KS4aHgud5vPjvaXyzOwcA8O2eHHy7J8e43QMz4nD31Finzq9w+P/n7SvaXfnpXgSqXLDuoSmU1UuckkzS1grrj8N5mDcsSMBoiBBCvVx736iDA9mVndadKqjtYkuDY3nVWJQcgllDAi3+LGezN8s21c/Wniru8f3lh/IQ5KnAI7MTbPJ5hBBCiD1dlByMf08U2eRY728+jwAPF2qnZmfhPq7Iq+x7V45Jr29FzrKFNoiItGrWdl2Joysdq7xueGQKEqh9cr8I8JCjtM4waVPP8dBzPCQ0UCwKSlnbOIubixQ6PQdpu7EX4tjmDfHHyUJD0ry3mxxqrZ4q1YlIjK8r3BUO/3iCdCEppO364skVJzFzcAACPBQCRkQs4eUqszgh9KIPdiHazw3BngpwPA+OM7Tn5Hgeeh5IDPTAC5cMpe9gQsyw8UwJ4uk+jTiooxeqsL+LZ4rW4HmgqEaN/dmVlBAqAqcLu39u3Oq6L/Zj75MzaOI+gL+PFxorFHaH4wFOz+Pfk4WUEOog7vrllMny1AR/yCQsXrxkKPzc5ZBJGPr3LSIMw+C5RUPx3KKhSCuswZI/TyI+wB0rjhYAAD7YkoEPtmQ49Ri5w4+4jAj3hp+7HOUtbUhKapsx4qWNSAzywN/3T4JcSoO0xHksuyIJK1u+wDadKRU4GiIEuZRFzrKFOJFfjeu+2A+Nnuu2XUNHrdVOlHIJ7psRB3cXKVovaQzXNgwYxtDmkwYkzNNbwkOjRochz6636JiPzk6An7sLOJ7H8bxqSFgG8YEeuH5sRF9CJYQQQvrNh9eNxIfXGV5rdBw+2pqB/9t83urjUfte+2IYBjufmAEA4Dgeh3KrcPVne6061q93jrNlaATAAzPjce/0ONSptSiqUWP+/+00a7+FScGID6CqDf3lq+uTsehTQ/eAG746gCtHheGtq1IEjoqYQ+Uqw+KRwVh+pAhPrjiJdzeew4GnZwkdFjHTFcOD8OamLACGtoZPrzxFExNEZGS4J9aeLgPH8VRtRWTi/ZVQyiVo1OgBAGNe2Yxf7hiH8bHUOlYMlsyJxR0/n7R4v+zyBmSXd10B63heNUZEeOHykWH0zI6QXryx7izunRYndBiEdGl4uBfevDIZGWX14HlDFcStZ8uQUVpv1fHOvDgPrnKaLCAGWeW9n+PiWjWin1wDhYzFniUz4ePEBdzmDwvGuel1KKpRAwAYMPjzSL7JNn/cPR5JYZ6Q06RTi0X7uSFn2ULoOR4NGh20Og46joem5U+tnmv5j4dOz0Gj56DT88Z1uzLK8OO+C71+zvZzZQCATWdKjOtoTEGc4gM8UKvWGpNB2zuWV00JoY6KZRkcWjobUUtWm6xPL64Dx/Pd7EXIwEQXDKRVcpgXTr0wF6+vS+9UCag7ax6abOeoSEdKuRQr752Ayz7eY/Y+W8+W4vlFQ8HxPOYODTKplE0IIWJAV+ik1bpTRbj7xyM2OZZWz4FlGKq4Z0c1jVqkvLihT8eoV+ug0XFgGUDC0oxqW5GwDM4U1eHaL/aZvc/ZkjpwPCChU9AvSmqbTZYvGxEqUCTEUjzP42xpW3LLgqRgAaMhlqpsNK1wd8nwEIEiIdbQcjwaNHo06zhKFBCZBo3emAzaalioSqBoiKXGRnlhx8PjMOU9868tzbFkxUn8e6IIP94+1qbHJWSgGBGmwtH8WoR5W94FjpD+wjAMrkoNN1mn1ad1mRD65z0TMDLCi8Z+BoiLkkOw73wJfjxY2Ou2ai2HhmadUyeEyqUsHp+baLLu9snRJhO5U6N8+jusAaW6UYMX/zmN4lo15FIWPA9jfhjPAzx44zqOB9CyrrZJh7MldVZ95v3T42jCokgNfnYd9Fzb08l7p8ViaoI/vN3kTpsMCoggIRQAilsy6wHg1Atz4SaX0MUFcUrpxdb98iID18/7e5/dAgAe1IJLMJstrOZ79EI1Lvlot3E589UFlPxCCBEn+upyemtOFtvkOInPrDO+/ui6kViYTMk69lDe0Nz7Rr24/ftDxtehXq7YvWRGn49JDL7YmWXR9hml9Yh9ag1+v3s8RtMAtN2tPG76fffnkXyMifaBjCZ1OryqRi2O5be1xhsc7LyDxGK0K8O0nWWkr5tAkRBrnCk2JBY0anSUECoy6cWmSSFzhgSivlkHD4VMoIiIpY7m994W1hq7Mso7FXdptXThYLi7GMaoGcbwID8xWIXh4V52iYUQRzMmygtH82uRX9VEySZEVJ6/eCieXjgY8U+vNVn/5IoT2PDIVIGiIvbQPhk0xs8NK++dCFe5hNpomymUEv5tasf58i6rPdrTh1sz8OHWDKy6byJS6BpVVN65OgUP/XrMuPzxtkw8MS+x+x2chCgyhLzd2gYShj3XfevddfeNhkpFM1HJwNVxpk1RTROCPeniwhlVN2pQXq/Bz3eMRZNGj+pGrckD+I6+vDG1H6NzTmmFNWho1qO8vhlP/HEC9c26LreTsIzJDJWu+Lm7INTbFVeODAWNCxFCCBGb1SeKcN/PtqkM2l6olytGRnrZ/LgEeHT5MZsPsD00K96mx3NWzTo9Zr69HflVTRbvmxLmiYQASm7rD7dPCMfqtDLj8oojBbhqVDi1zhWBjuMs//vzJBYkBVNSk0hcOTIYr25o65ry/ubzmJEYQMlFIhHl44pzpYYW1L7u1B1FTEZFeCLWT4nM8kYAwIbTJdhwugSPzUnA/TPoGtDRvbMlG9/uy+99Qxt7efWZLtcfe3Y2vJTOW2GMOI/2lZVXnyzCohSqbE7EQ8IwOPn8HOSUN2LRh7sAAOdK6rudBNBRQqA71jw4GVKaNOmwTubXmCxnlTf0qZPQi5cMxY3jo/oYlWP7/VAeHv/jRLfv8zxPibR9cHFKCOID3FFa14x6tQ46joNGx2HVsULsyii32+eOivRGtD9NNhWDygYNPthyHt/szoGM2mR1SRQJoS5SCdxdpN0m17S67ptjOPLsnH6KipD+t/F0ickyJYM6r+EvbrRo+8Wf78PVqWFYdnkyzTy1g5VH8/HI8uNmbdtbMuiUBH98fsMoKGRUHYMQQog4rU+zTWXQqQn+aB0zY2BoW7V05Sm0jaMxYBhgZIQ37poSQ9c4fdDXZNAwb1fE+ruDYdrO1fpTxdhg/LdgOFceCimev3goVJRoZbaqBq3FyaCJQR5gGQZ6nseNX+83Dj77uMnx1lUpTt3Sy14u+8I0CT5Q5ULJoCJR0aAxWU4J86RkUBF59t9zndalhHkKEAmxxoZ0w0O8ERHeAkdCLLX5bIUxGbS9tzaco4RQEXDvQ0Xeh2fFw00uNd6TsYzhOv9AdiW0eg4uMgmkLGNcz4Ax3iOwLTu1tvcEgJmDAygZlDiN9WcME8huGh+JecOCBI6GkJ5lltVj5tvbbXa8cyX16OXRGBHY0BAVlsyOwbKNlnWo6c6zq9IwIzEAYd5KmxzPEfn1Mqlt7aliLEiiTlfWGv3KJpTV9b2jlblaJ5bqOR43fnUArV9Zj85OwNQE/36Lg5hv5Ett+TJavekvmZ9uH9vf4TgkUSSEAsDkeD+sPdXzg8VRETTgRwa2KGp9RVq8cUUynviz+1lHXfntUD7+OlYIuYTFoCAPfHbDqF4vVol5Zg4OxMKkYJTUqsEyDA7lGtrWWXODu+NcmUlrXHPE+BtaN3i60oNLQgghwnv+4qE4VVCDrPKGPh1n+7my3jeCYdLU6+vSMTTE0C1Cz/FQyiX4+PpRCPJU9CkGZ7H5v1P7NNCfX9VkdtLiiiMFCPdxhUohA88DOo7DpDh/PLUgkSpFdMHPXY5Rkd44nFtl9j7pxXXdvjfypY2I8FGaPphvl3gNAN5KOT7+z0gEeNDPj7numBCOL/bkGZdLaptxMKcSo6N8BIyKmKPjPdTx/BocvVBFCWoicdGwAPx7qtRk3X0/H8HH148SKCJiDa2eg4SlSbFikhjY9Rj1pkepbawYLEoKwIc7cq3a971N53vd5u/7J2JoiCckNGGPEBOldYaJSFvOluKFS4YJHA0hpg7mVOL6L/ZDo+fM2v7R2QnwcZNjdJQPBgVRZ5KBgGUZzB8aYLOEUBcpCze5aFKRrDI9MQA5yxYCADQ6DglL15q8vzujHFWNGixODacxTyv4ubv0a0LosbzqLtff9PUBXD4yFMsuT4ZcSufRkbjKJGjS6jutX5QSgoM5lZgY5ydAVI5FFN/CB3MqOyWDurtIse3xacZkptraWiFCI6RfTYo3/dLKKK1DHLUAdEpXjw7H1EH+eGfDOSw/lNf7Di00OkM59cO5VTiUU0UzUW1EpZDho+tHdvv++5vP43xpPVxlLFYeLeg0S6WvssoaUNmgoYRQMuDwPE0bJkSMfNzk2PLYNACGa4/3Np1DUY0aOo5HRmk9zhTZ594trdD0uKuOFeCuqbF2+ayBJtbf3TiA+c/xQmxJL4We45FT0YATHVpG2UJeZROAtgTScyX1uGViFMJ9Bm7VAGtJJSz+vGcCAEP7rq93Z0Ot1WPTmRKrrykvVHau6GWqAWtPFuOmCVFWHd8ZddWWSGvmgzQirK46Stn6fo3Yj7SLZKM6dc8dpojjkEkYaPU8NHqOuqSIjJtL14+VlH2oPEn6T1m9pveN+uDiD3cDAJbfOQ5jY6hiOiEdGe6HCXEsaQU1ZieDHnhqJgJUNIF0IPpqj3nPm9NfmkfX7x3IpSx2L5mBicu2GNf9tP8CACDa1w0TKDHNYmsfmmz2tnVqLZ5eeQrl9c3QczwO51ZBZ8OyxCuOFOCxOYMQ4kXdex3JmZfmIb+qEZNe32qy/p/jhQCAaYMCjJVfnZUoEkL3ZFQAAF6+dBiuGBkGVxpYIASA4cEtcV7P/53Wa+Xk9lorg767eDh83eTwplaR/SKtsAbvbOzcxq4nl48Ixe2TY+AiYyGXsJBJWMgkDKQSw7JUwkDKMsb2n4QMRPSvm5CBQS5lcemIUMx5d0efjvPu4hS4yaUI9nQFwxiqGvLgwbWMVbf+SuR5QMIykEtZxPpTdX1rzBkaiId+PWp1K6+UME/cMSUGgSoFXGUSY6tIjm9rDQm0nTMJy8DXXU7VKM0wKMgDW8+WorpRa/Y+z140BIODVZCwDCSs4WdHyrJgWcPfvYRpvaZsOzkSlkW0H/38WKK6yTQB7eYJUZgQS4P9YtDxnmrZ5UkYE02VXcUi1t90IsF/xkXg5UuTBIqGWMrDRYrKRi3q1DqoFDTBVUy8labn65/7JyEpjLq3iUVyqAonnpoMlUqF2749iM3ppb3vZKEYPzdE+rpBp+eoIhYhLW6bEG52shUh/e3midG4aUIUtHoeTVo91Fo9mjR6NGn12J1RjpdXnzFuO+bVzTj1wly4dzNBhIgTz/P4/kCBcfmbW0bDRymHQiaBQsYa/pRK4CqXUJXEbuzLrDBZfn7REIR4uWJ8LE2QsadrPt+LfVmVfT5OlK8SX96UCgnLQsoyLc/iDa9d5RJKgnYwNU1azHl3O0pqO1eRfXhWPHje8JzC2YniN3VMy4O8oSEqSgYlTm9SnB92ZZQDAMrqm+nBqROraTL/QTAAaPQcThbUIKusHnEBVBm0v3grLU+8XXG0APXNOsilhgRQhVyCEE8Fbp8cQxechBBCRMcWrQIfWX4cgGFg5qrU8E7vMwyMyYZTE/wRF0ATp6zFgIGPmwvK661ryXM8vwb3/3wUAPD43EE9bquQSXDDuEgaSDYTwwBucqlFCaEv/nsaL106DAwAjueh5wz/GV4b1l06IhShNMO9T64cEYSfDxUal9MKbV9Zl9iPSiFFbUtVySUrTuKaMRECR0TMpVKYDm3/uO8CJYSKyNUjg/HprguoatDQ7yGRu/W7gzj49CyhwyAOJKu8AeNe2wwAuG1SNJ65aIjAEREiPKWM7nuJY2MYBnKpYZJ1+250q08UmWx3dWoY3ChfY8DpOFlyRLgXvKx4vunMOk4uvWlCFBX2sTOe56HW2qZDT05FI2a9swPPLxpinNDUWuhAwgIXp4RSrpoD+XFfbqdk0GcuGoJbJ9LPXXuiSAhtrYJ4qqAGIyK8BY6GEGHdMjHKmBA67c1tOP3iPIEjIkL5+Y5xJssNzTrUqrWY9fZ2NGj03e53MKcSc4ZSQmh/UbnKsPOJ6WjWcdDoOLyy5jR2Z1T0ut+G0yWd1ilkEtw+OcYeYQ5odN1HCCHCat+OXKvncNPXB7Ans/ffhV3JqWjEm+vP9rjNm+vPGj+PWE4uZXFoqeGBvkbH4T9f7ceBbOtmWfd2rgCgSaPD/TPirTq+s5FJDO2nOI7HvT8dwbo087oFPPPXqR7f/35vDvY/RUkcfXG2pMFkeS7db4lK+7bxiUEewgVCLFZu57bHxL60LW1JqTqo+PC8aSn5GYMCBIqE9JXWhq00uzM0RGX3zyBEDJp1tklYIaS/PTZ3EHZnluPohWoAwM7z5ZRsM8A9NDOekkGtcORClcnyyqMFuHxkmEDROAeGYfDXfRM7red5Hlo9j/pmHb7elQ21Vg8Jy+BMYTV2ZPQ8zv38P6e7XL8/uxLvXD3cFmETK+3OKMfBnEoczKnslGtx7NnZ9L3VBVEkhLZWd/lkWyYuGxlGJciJ09LqOdz23SHj8nuLhwsXDHEoezLKcd2X+83a9r7pcXaOhgDAvycKjdWxLPXYnAT4e7hALmWh0/NQ6zjIJQyuoBsHQgghIqHRcUhYutbmx717amyP77MMMHtIoM0/1xmsPlGE+34+YrPjzRkSiJiWyZ3tK7gCAA8eLMPATU6TXcyxJ7Mc131h3rV+VxanhoNtaRkvYRjDa4aBhDW8vmZ056q7xDJrT5cZX/u5u9C/axGpbNCgqklnXF794GQBoyGWWpNWZrKc8cp8gSIh1vhqbz4AIMiTuh+Jzf6cauPrERFeWHYFVeYVk79PlmDpP+dscqwwb1esuHeCYYEHeAD+7i5gbdAlgpCBZlO6odDLkGBKkiaOLa2wBn8fK4SupcOIVs8Zk0GBts6uZOCisVXr/H4o32R5Ok2aslpNoxbf7c2BWqsHwwAsw4ABjBWA3t983m6ffd3YiJZxbMNgNs8bOiw9PjfRbp9JusZxPG7//hC2pJfCWylDVUvXLI+WbjHxAe5Yftd4+LhRImh3RJFZWas2nNjCGjV+O5iHWydFCxwRIcJYebTAZHkaXUg4vY2nS3DH94e6fC8p1BMMY6gk1DpzP8rPDa+sPoNrxkRgVCRVXLanph6qtHZ0UXIwAMNFpVTCIK2wFrVqLerUOqRG+uDJBYmQSailDHE+9q9TQQixl4s/3GWX4y5KCcbQEE+7HNvZ2TIZFDBcdy6ZTwNltvDR1gyr9vNSyvD6FclUrbIftK8u8MAMmoAnJhUNWuPrb28ZDcpfEZdPduYaX79xZTJYqlQkSnIpjXeIzd7sauPrj64bSVXCRCbcyzZJ2JePCMXVo8NRWK02VmHScRzOFtdBx3HQ6nnEB7gbJ4kR4uyyKpoAGNptE+LILvt4DzQ9VLQtqlajvL4Zfu4u/RgV6U8XfbCLui9ZgetQRd+bktSs9sGW8/hyV3a/f+6n/xmJecOC+/1zSddq1VpsSS8FAGMyKAC8eMlQXDaCrqfMIYqE0D8PG7Lpb54QhRvGRwocDSHCuTglBE/8ccK43PHCgjifcyV13b53sqCm07ojLbP4NqeX4sgzs+0VFgFwVWo45g4Lwje7cvDupp5n3f97oqjb907k1+CmCZGI9KVZl8T50CMlQsTr65tHY957O1Cr1vW+sQU+2JyBT28YZdNjEoMvb0zF7d1MNLLG5zuycPukaASoqOpXX727eDjGvLLZ4v2qG7W464fDuHNKDJ5aMNgOkZFWoyM8cfCC4f7rub/TEB/gjglxfgJHRczh7972gObmbw7itcuTcO2YCAEjIpZICvHA4bxaAMATf5zA+ZI6PL1wiMBREUvVNGnh6Upt48Ukzl9pfD1h2Rb8dd9EDA/3Ei4gYpER4Z748rok3P7zyT4dZ8XRAqzoUMCiK2denAdXuaRPn0XIQDA70Q8b08vx/D+ncdOEKEqmJw5r4yNTsPpkEWQsCwnLgAfw0r9tLZSzyhvw0dYMPLdoqHBBEruKpSqwFuN5HnsyTVtYN2p0UMpFkY7lcB6cFY/4QHeU1TWDb6lCz/E8eB44mFPZ6e/aVu7+0bKCCQxjeI7JMozhNcOAZYCWeqbgO5S94XlAz/HgeB7XjonAS5cMo8r6PfBSyrFnyQxMWLbFZP0jy4/jouQQKqZlBlF8A50vrQcATBvkTyeVODWFzHTgRK3Vd1pHnMt90+OMLeBv/PoAdpwr63K7CbG+uDglxNgecky0T3+G6bSatRzSCmswfZA/6pt1OJhT1es+L106DD5KOTwUUngopAjxckUgJVIQQggRGU9XGTY8MhUP/noUsf7uAHj8ciCvz8ftasILsY3R0T749D8j8cn2LIR7u/Y4YcVcpXXNlBBqA/7uLlh+5zhUNGig1urx6G/HLdp/1/lyO0VGWj05NxaXf9E2aOyhoMQmsfB0lcLXTWasFKqkhBVRefvywZj2f/uNy/SzJy6XJgfirxMlqKhvpoRQkZk72B9Pt2s5rueoaIHYBHjI8drlSSipVaNJo8dnO7Ls8jkzEwMoGZSQFipF2yN5SgYljizS1w33TosDx/E4kFOJVccK8cLFQ/Hc32nGbVLCvIQLkNhdZlmD0CGIDsMw+PeBSbjog7auWa+uOYOXL00SMCpx0uk55Fc2YWiIZ0syKA+uJZFSp+cwJtoHd06JQbOOQ6NGh/pmPZq1ejTrOKhb/qxv1uHn/RfsHmv7ZNWWNWbv+9P+C3jmoiFQsHSt3J20whosfL/rTnQV9RoEedJzh96IIiF02iB//HE4Hzd/cxBf3ZSKmYMDhQ6JEEE0NJtWWGrS6uElTCjEAfm5d196fk9mBV65LAnRfjSrqz/9sC8XG06XWLTPM3+dAgC8cUUypiSE2yMsQgghxK7q1FokPb/BuHwgu7KHrS1TUN2EqCWrjct/3D0eqVE00aWvdmeU4/ov2xJqjudV2+S47QdBH5wRh0fnDLLJcZ3N8oN5WLLC+gpOrRPIiP3cuzzNZHnRh7tw9JnZ1B5MBDLLG03axs8eQmOOYvLRjlyTZWpbKS5/nTCMl3gr6btSbNaeNp2QPoKqg4rO5V8cgc6OibwbHpmChEAPux2fEDH681ix0CEQYpH3Np/H+5vPd/leqLdrP0dD7K2yQSN0CKK3v8MY+PVjqfOxNZ5ccRK/t3SQ7k/f3ToGHgqpseJna9XP9n+y7auAtvzZ1XZt2zNtFURZw59S1vCfhGVogkgvOiaDvnjJUAwJVsHP3YWSQc0kioTQ4JaTGerlivGxvgJHQ4hwNDrOZJkq5pL2/Ht58CFlGTTr9HCR0kyT/vLwzPhub5h7kxBEg6a2wlOhCkII6Vdu/dgKx4eSrWwi3FvZ+0Z9/Qwf+3/GQNXXh/WBKkqQsrfi2uZO686V1GFsDI1hOTpJh9ZchdVNiAugezGxqGyXzAsAZ4pqBYqE9AVVDxQ/jZ6jyjYiwvO8XZNBAUBB48+EECJ6144Jx9ELVThfUo/iWrVx/UfXjURSqKeAkRHimF5efdr4+t5psRgcrBIwGvG6Z1osThUa7u3ZdomYx/Nt3zls/cNTEO3nBpmEkjMd3bRB/rh2TATlR1lIFAmh+VVNAID/zU+Esh8fLhLiaDoOkLq70M8DadPbTIjJb2wFACxMCsadU2Igl7KQsgx4GP4thXjRjD5bY1kGyWGeOGHFReqlH+3GmgcnQyZhoOd58DzAMIYkG0qoIM6A8ngJES+Wte/gSfZrC2iAxsZ0HNf7Rlb44sZUqrZnA9I+/kzZ+4E/Aa4aEYTfj5pW/Cmp65wkShxP+9adADDrnR3IWbZQoGiIpcbHeGPzuQrj8g/7cnHnlBi6ZxaJ5FAPnCioQ7OOg0JGyWNiMijQtANR4jPr6LtTRBiGwZQ4H+zIsF0nh46mvLnVrO1OPj8HHgqZ3eIgxJFclhKIlccN1bEP5VRStxPi8II9XfHDbWMBABzHI+apNQCA+34+gjsmR+PphUOEDI/YWMdJ91o9R4lXZtLqOVTUa0yK01DHTuvF+Ltj7UOTO61v3zXMVua+t6PTupcuHYYbxlF1V0ew4ZEpmPOu4RxtO1uG+KfX4sgzs6lIiAVEkU02JtpwUbztbCkuTgkROBpChLM7o9z4OsJHSRdiBIDhRuy1tWfwxc5sAICrTIImrb7b7VefLMLqk0Wd1q+6byJSqMWTTVyoaDQZ+AzzdoVSLoGeMyR26nkeTRo9qhs10Oi7f0C/4P2dXa7/5ubRmJ4YYPO4CXE0lPBFiDhtOl1il+PKJAxunRRtl2M7u9UnOl8b9oVcwiLSV4mUcKoY0Vd1ai3e2nAWgKFrSkF1k0X7J4V6IpEqz9tdSpiqU0JonL+7QNEQS3i6UhKKmCUGdn7I5qmkcyoWgR4ukDB14Gjiguh4KkTxWIn04NbxYXZNCDVXbkUjhlGVOeIkhoepjAmhDZrun98Q4og6Tv6+e2qsQJGQ/kI5CObpLklxOD1v7zOe57HzfDnK6pqh0XN44eKh0Og4vLE+HVo9j+HhXqht0iKrvMGmn5sa6W3T4xHrJQR64N3FKXhk+XHjur2ZFViYHCxgVOIiijv3YE9D1boVRwqwKCUE0wdREgxxTrd9d8j4escT0wWMhDgKjuOx9lSxMRkUAJq0esilLGYmBuBAdiXkUhZuLlKwDMDxhn04ngfLMGBaSq0PD/fCIHpQbDOFNaYP6lsrXbe6dHgIWJYBp9OBYQCJVIaNp0sQ4OECCcuA43mT5FGZhIWkJTEu2s8No6Np9jAhhBDHda60zibHCVS54MfbxsJLKYe/B7W8tqeVxwr6fIxnLxqCWYMDEeKlgJQGjW2mUaNHeb0GAHpMBv3p9rGI8nMzVhN1c5FSR4l+9NsRQ1L1K5cNw0VJIZSQJiLnSuoBACMivPD5Danwc6cqA2KyJq0MALB04WBcOiIUvm5ymlQmIruzqjAt3hfeVN1DdA7kGjrhXDsmHA/PSkAAXauLzs0/nDBZnjc0CDIpC5mEwYojhnuDFy8ZCn93w1ilhGXAsgykLAMJ0/aabVlu3aardcb/2u0nlTCQsazdu0sQ4kiO5tXCTS7Btsen0xgHEZU6tRa3fdv2fDrYUwFfd/o3PBDF+ytxvqwRgCEZj+6tenfDuEj8sC+30/pIX6oQaq29mRW49ot9vW53LK+6x/eVcgkkLAO5hMX4WF/cOSUGjQ0N4AEolW5wV0gRS5O5Hd62s2XG1xNifSkZ1EKieDrAt6uvHOjRc0tkQpxFs04PFym1U3J2L/57Gt/uyem0/rLhoXjp0mGQS+lhvBCu+bznC9Vrx0TA190FAQpDe1aVStUfYRFCCCH9YlyMr02OU1LbDLWWowcl/WBhUjA+2JLRp2O8teEsVXC1g0BV72Mg142NwMQ4v36IhnQnt7IJAR5yXD+WWkqJTeuI4z1TY+n3jQidKTYk9N4yMRoSSioSnUaNHt6UQC9KrbkBd0yOMetahTi+T28YZXz9ztXDhQuEkAFMwjJwkbJ0zUlEJ7u8AQdy2qpKp0ZRwZKBqjUZlJjvpUuH4aVLhwEApryxFRcqDX+Hj/9xHP93zQghQxOt9rlhfdHYrhr3vyeK8PjcQYhSGYpj0XN58XhiXiJWHSsEAOzJrIBaq4dCRjlS5hJFQuiytekAgP/OTsCQEPrhJM4rMcgD6cWGikultc0I91EKHBER2o3jI7tMCF1+KA/LD+Vhcrwfvr91DM3i6mcr7p2Ab3bn4J/jhV2+v7glYfSNSxMxc5BtkmYIIYQQR/HSv6fN2m50lDcYhgEDGKuWAzBWkPFxk8PbjZIE+oM5yaAdzxcDBiwLSFgWEgaYNiiAqgf0o9FR3pCyLFxkLPzdXXA4twqjqKWRYGqadAAAjY6jSXki9eb6s5gzNEjoMIiFjubXAgB2nC+jjlIixDLAuTLbtvcj/eN4y8/eyqMF+O+cQQJHQ2zhq13Z0Og4XDI8BCFerkKHQ8iAdLa0AdVNWqHDIMRiP3aofnjXlBiBIiH9icb3LHP7dweNyaAAkFdJybXWGhriafE+E+MMz9p5vuU/8OBa8kp5nkeYtxKrTxZBwulw1UiqMCkmoV6uWJQSYsy5SHxmHeYPC8LH14+k7ykzOHxC6LG8any2IwsAcN/0OIGjIURYL106DFd9uhcAkFlWTwmhBDH+7kh/aR5u/OqAyQy9VjvPl+NCZSOVpu9nyaGeSC+q7XW7J/5Kx9R4H3x32/h+iIoQQgjpH+a2jDyYU9XrNq3tCjtKf2kezQTtZ72dr61ny/Dc32md1n9z82hMT6QkHVtrfz62nS3D/20+b1weF+ODX++k60shJCxdi6xXF1D7UxEJ8TRUtjtfWo+DOZUYTdVuROmWbw5i5xPTaZxMZDgeOFFQhzq1Fh4KmgQkJj5ucgCGSUXXjomgBEIR2vXoeEx6Z69xuXVS3+vr0ulahhA7OVVoKPZCk8iI2Lx4yTD8dijfuHzRB7tweOksahs/wNRQwnqfLEoJwaYzpcblIxeqhQtG5DyVMqS/NA+1TVpUN2lR3ajFd3tysPpkUbf77M6o6PGY7cdRX9uQCQA48PRMBFB3alF4/5rhmJkYgIeXHwMArD1VjN8P5+Pq1HBhAxMBh7/i9HI1DAZNH+RPN6HE6b294azx9c3fHER+Fc0uIYabr66SQQFD+0hKBu1fHMcjfulanC+t73E7lUKKQA85bhtPFyuEdMU2TSEIIUKwZhavJWYNDoRM4vC3sgSGaq+x/u5ChyFq1rRJuig5xA6REHOMjPACTU4Xl6rGtode4d6UTCg2Q4Lafsd4tySoEfFxpUk+ouMqa7sW93SlZF4xeviPrrs6jKBrGULs5rKUQHi5SikZlIiOQibBwiTTinrNOk6gaIi9lNWphQ5B1C4ZHoqvbko1WXfRBztRXt8sUETippBJEKBSINbfHX7uclQ3aWx6/AgfJZRyh6+dSFowDINLR4Qi+7UFxnVP/HFCwIjEw+H/lUf5ucFVJuk1q5sQZ1DfrDNZziitRxg9sHBqPM8jo0Pi4cfXj4RCxsJFKoGLlMWpghooZBKoXKVQKWRUTcvOfjpwAd09t3/zymTIpSxcpCxkEhY6jRoaHYcD2ZWQsAykLS1ypZLW12zbOuOfLORSw38SmihBBjj6F06IOF03NgLvbDzX7fshngp8dP1ISFnW2CqeZVtakDOGduQ6jgfPAxxv+FPP8dBxPIaFquAipWsZW/vp9rG4/sv93b6/8t4Jnc4X29I+nofh/LSeL47noed4BKoUVC3KBrpqffPLHeMglxquC6USBjKJ4ZpRJjFcY0olDGoatYZrSgkDGcvSBFs7S43wRLOOw4fXjRQ6FGIhXUsPsVcuGwZ/MytcE8eRGuGJrIpGbHp0KiUVitRFwwIgpYk+ouPbkoD95z0ToJTTz54YHbpQY3y96r6J8FLKIJWwYAAU1xoSQhgwYJh2YzOMYR0A4/rWa1WmZR3HAzIJQ1V/CemGnuOh1XM0yZWIztRB/sbqfPdOizVWCycDR51a1/tGpEcrjpp2ujpVUIszRbWYHO8vUETi9cI/afhmd45F+6y6byJcWvIj2JYxbONYNmN47tBQXw+GAVQqlX0CJ3aXGumNQ7mGiq9RS1YDAP59YBKGhdq3SIlYOXxC6KGcSjRp9UKHQYhDmBjnh1MFbW2oN50pwbRB1H7RmXX1gPjen45YdIwglQIbHp0CFQ3U2cTCpGCkFdTgQHYlssobTN57XIDZKv+dnYAHZsb3++cSQghxXrkVDT2+X1ijxmUf77HLZ39y/UjM71C1gPTufEldj+/b63yde3k+VUcxg4RloOfaZhxd+8U+mx5/cLAKax+abNNjOpvWpIoJy7bgwZnxeHR2gsAREXOpFIah0adXnsKezAp8REm9olJS1wy1lsOk17dizpBAfH5jau87EYfy76lSPFunplZ9IsO1zIS+4pM9eHBGHB6dM0jgiIgl2lfHBoBLPtpt88+4YVwklsxPhJuLwz+CJKTfnC1pQF2zHpNf34p9T80UOhxCLKLVt1UE/XhbJrLLG/DJf0YJGBGxtRER3hgf7YW92dUAgLt+OITPbqD7K0vIupiMPTrKR4BIxM/SZFDAPte0rZYuHIzbJ8fY7fjEPAzD4I97JmBPRjmua1fc4qIPdhlfb/nvVMRQxzIjh74bq1Vrcd0XhhM5a3CgwNEQIrwn5w/GZ9uzjMs/7ruAly9NEjAi4giyXl2AykYNUl/eZNX+xbVqNGs5gMbebcLHTY5lVyQDMNwkN+s4aHQc6tRaTH1zW7/Hk1fV2O+fSQhxblZ0NyYDzKhIH+QsWwitnkNtkxajrLxGsUYwVaS0ys0To3HThCg06zi8s/EcPt+R1ftOfZQS7gUqWmmezFcXoEmjx1sbzuKrXdk2P/6ZotreNyJme3/zeTwyK77LyXvE8Xi4tFW2W32iCO9fw1MnBhFJL2mbhLLhdAlV3BKp6kYtJYSKjEe7JL/3t2Tgtskx1DpeRG790f4T1n/YlwuO5/HKZfTsgpBWp4sNnd5aq/ASIibXjo7A0ytPGZfXnio2VmbrzpoHJ2NICFXhE5Mwr7Zr8m1ny8BxPHWcMVN2eQP+OlbYaf2xvGqMi/EVICJx271kBgqqmiCXstDpOWj1ho5UWo4DjF2qDH/WqXV47Pfjdo3HS0lVkR3JhDg/5CxbCLVWj3c3nTPJn5rx9nasf3gKBgV5CBih43DohNCyumZo9BwWp4bj9SuThQ6HEIfzwsVDhQ6BCGBLegl+2JsLPQ9wnOECSNNudl5vUiO98e2tYyCXsJBJGHpQaSM1TVo88cdxlNQ2Q8IyxlZJre2VbFHt+tizs8GyDCSMoX28pOU13ZARQhwJ35IRytLvF6em53h8tDUDaYX2SzTb9tg0RPm52e34zia9uA5vbziHTWdKbH7sOyZH4+mFQ2x+XGdS16y1STLoniUz4OMmh0zCUtKbHZXXa6j9uEh0bHV85EIVVfAQkRvHhOKldRnG5S3ppZg7NEjAiIg1DuZUIiGQHtaIyYQYb5Plr3ZmUZVQEcksN3/yeLiPK/Iqm0zWeSlluH5shMk6BqbXlSwD3Dk11vogCRnAnrmI7o2JuFQ3ajD8xY0W73cguwKldWq01g4I91YiLoCqtjmy348WG18HqhTIrmhALFXaM0tmaX2X6+/64TBYxlDZkGWAu6bE4o4pVGmyN6FergjtpvADx/E4W1IHPceD43mU1dXY/PO3PjYNQSoFXDuMGRHHopBJsGReIq4cGYZPtmdixZECAMDc93YgZ9lCgaNzDA6dEHqh0nBjeii3UuBICHFMq08W4aYJUUKHQfrZrd8esnifYaEqjIzwBsswuHd6LNypXY9NFVY34b1N57A+re8JFF5KGUZH+YABUN+sA8fzOFNUhwdnxtMMJOJUGLS1oSMi0/IciKfz59TOFNXivU3nbX7cAA8XSFgGUxP8EULVQG3qoV+P4lxJ14OX1vD3cIGEYSCXslg8OqL3HUiPrv50b5+P8dDMeASpFDSZyM6GBKsoGVREzpa2VZiM8lVSMqjItE8GDfZUYM4Q6jAlRuOpYo7ovLTW9Dp/w+kSSggVuShfJWrVOlQ2aIzLD89KwKUjQgWOjJCBIzHQDeklDbiZnukRkbF2Munz/5zutG7Pkhk0nicSFyobsepYIR6dnSB0KA7v7Q1n8cGWjC7fq2nSmiy/suYMJYRaYOf5Mny3Jxex/m5Qucqg1XM2febg5y4Hw7QUX2KAwho14gPcEeWrpIJaIvDjvlws/etUp/W7l8wQIBrH5NAZQW5yQ3i+bjSQTggA6DpUgfzwuhECRUKEkldpXfvvOrUOFfUaPDI7gdpw2Vh9sw4Tlm2xev9IH1d4KuU4kW+YwVTdqMXRC1VY/eBkBKroXBHnxTIAR/mEotRaGZROn3MbFurZp/3nDwuCm4sUD82Mh5dSBqVcStUM7ezLG0djyptbrdr3ipFhGB3ljYXJwZBJWChkNHvalt7ZeA45Fb3fB8glLL6/bQxGRHhBxrKU+NmPPF2lqGnSATA8NCmtVSOAruVFQdbu58RdIUWdWgsPBbU9FouZg3yx+WwFAECr51BW10w/eyIT5eOKGKo6JDpDgz2wOq3MuJxeXIfn/07DzMEBmBzvL2BkxBozEwPw1c2jhQ6DkAEvzt8N9c16GtsgouOhkCFn2UJ8si0Tr69LN3u/lHAvqBRSY1LVxFhfBHvStbpY7H9qJgJosqtZcnsYs7t2TAQemBEHqcTwc6Ci8QaLPPPXKeRUNGLTGdscb/19oxHsqYBKpbLNAYlgmjT6Tsmg2a8toETeDhw6IXTlUUNJ1+Swvj1MJGSg0HXIjKEqj84n1MsVD82Mx/ZzZdBxHHR6Hlo9B4ZhkNFNOXrAcDGaW9GI1SeL8Pf9E5Ec5tV/QQ9wbnIJnr1oCNanFUMmYSGVMJCyDKQsCxcZC3cXqbENoVbPG8/bgZxKZJU1ILeyCejQeqm8XoOxr27u9Fkx/m74/a7x8HWnmzAy8NFFOyHit2R+IpatNX+guL21pwwtiv44nN/pvWg/N2z571T6nrCxAJX11xd/HsnHn0fysWTFyU7vrX5wEoaG0D19X0T7Kc3aTqPncM3n+0zW+Xu4gOd5sIzhGpVlGQwL8cTbV6fAje4nbWZSjLcxMaa+WYcxr26m1kQiEebdVp3mVEEtkp7fgMxXF9CDepEYH+1tTAgtr9dgzKubceqFuTReJiI5lU04VVDT58lEpH8lhXp0Wvftnhx8uycH6S/No8lBIrM5vRRRS1abte2/D0yin1dCrFRa14z8ajWaNHpqQUtE6c4pMRYlhH5wzQiE+7jS+J1I1KnbKlkGqlyoYI0F3ls8HH8fL+zyvXunxVJV3D5Ydd8k7Moox2c7MnEivwazBgeioVmHWrUWtWot1FoOOr3huXtds67X48396GCX62P93cADaG16x/M8/jMuErdNiqbvMAdV3aTptO5sSR0SgyjZtz2HHh1Ta/UAgMHBdNIIAdBpMO3zHVl4eBaVancmLMvgkdkJeKRdif7iGjXGvdY5ebA7F3+4GyqFFLuWzKCZSDbAMAxunRSNWydFd7uNWqvH3swK7M4ox45zFcgqb+h2255klTWgTq2jhFBCCCGicPfUWNw9NRYAsOpYAT7Zlok6tQ4F1U297Nmz7PIGfL4jC3e1HJvYhkImMSawnS+pwwO/HIWe43G+h0lH5lj4/i6ceH4OXXf2wWUjwnDZiDAAwG+H8vDyv6dRq+59kBMAyuqaO63Lr2rCjXmRmBDnZ9M4nVn7KmmtKhs08HGTCxANsUSTRt9p3eqTRbg4JUSAaIiljuXXdlr39oazeG7RUAGiIdbak1lOCWYi0911yF/3TaRk0AEuvbiOfl4JsdKBXEOHsLpmLSWEElHSW9jOa8qbW3HtmHC8dnmynSIituQibfteKqntPJZEuseyDI48MxsjX9rY6b3t58rwn3GRAkQ1MHgqZViYHIyFycG9blvVoMFDy4+hrK4ZZ4o6jxX0JLOs83P7l1efwS0ToyGhfFCHoud45Fc1IqO0HteOicAvBy4Y3xsU2HniorNz6IRQjc7QHvvi4TQISwiATjN1758eJ1AkxBHUN+vw+tp0/LAv1+J9a9U6qLV6ejDfD/KrGjHpdevar7b3/KIhuHli90mnhAxEPE9NxwkRK7VWj8Rn1tnt+PuzKykh1MZWnyjCfT8fscux69U6uu7sgxVH8vHob8f7dIyFycFYMi8RACCXslTpwcbc5BI0dEgsXH2yCDfQoL/Da9ZzndZdlNT7gwbiGHzdOv9uaT+BlojDjeOjhA6BWEjaTRXlIVTYQ1RYBrhtUjQGBalwxchQqn5EiJ3NG+yHtOJ6BHjQvRgRJ7mUxY7Hp+Pv4wVo1nH4YEtGr/ssoHsr0WjWtY1pXDM6XMBIxOOPw/l47Peux+veXZyCcTG+CPak6qDWOF1YiwXv7zRZ5+4iBc/zxkqePPiWPwG0LHM8wFn5XPHG8ZG4bmwEpCwLlgH8PFyoe4yDeenf0/hqV3aX7517eT7dz3TBoRNCi2oMlWMKq5sQ6esmcDSEOJadT0yHVMIKHQYR0E/7ci1OBqW2hfbDcTx+O5SHoho1OJ6HRs+hSaPH93stO0df3JiK2UMC7RQlIeJBl+2EiNfmMyW47btDdjn2+9eOoKptdvDo8mNYcbTApsf0c3fBoaWzbHpMZ2VpMii18ux/7ZNBn14wGFMH+SM+wF3AiIi5CqvVxtcvXDwU146JAEsD/qKxP6fa+PrzG0ZhVKQ3TUAQmcRAN6ooKUJnik0ryH9xYyoSgzwgl9JYtZgkh3nh6YVDhA6DEKfB8d0n1BMiFhG+Stw/Ix4AcPRCNXZllPe4/de7sjE53r8/QiN95NHuPurXg3lYdgVVdu1NoKr7bo6PLD+OI8/M7sdoBpauKhLXm9ES3hrzhgbh0xtG2eXYxDbK65uR+vImk3V/3D0eicEquLs4dMqj4Bz6b2dinB+OXKim0vmEtIgPcDe2bPx2Tw6euYgGbJzZhFjLWzy2VplNjfTGH/dMsHVITm3jmRIsWXGyz8e54/u2BJoFSUH4+Hq6CCWEECIu9hqcAYBgT6qkYQ8ldereN7JQtJ/S5sck5rnog134+Y6xVt0vkL77+3ghbpoQRbPSRYJtd54+3Z6Jy0aGUkKTiKSXtLV1+3hbJn69c5yA0RBr5FY2CR0CsULHSjl3fH8Ib1yRjHAfuv4Tk2N51ahs0MDHTS50KIQ4BY7naQI8EZ2ssnrM/7+daNZ17qxgjq1nyzp1v9z75Ay40Q+Dw+kqAY90b92pYtz94+Eet/lyZxaCPBW4fmwkVZq0UH/+fa1LK8bSv07i5UuT+u0zifk6Vot9b/FwXDI8hMZdzeTQI5w7zhtmlag11l1kEDLQtJ+N89WubPzny/0CRkOENizU+jZMORWNNoyEAMDswYF4fO4gmx6zsUPbSUIIIcTRldU145XVZ+x2fC9Xqvpla0cvVGF3RoXNjzs+xtfmx3RG7206Z9V+R3KrbBwJMdfJghqodXQdLxbtH3kV1ahR3aAVLBbSN8fyqlGntt+kFGIfTVoa9xejI3m1ndb9b8UJ8Fa2ZyTCGfnSRqFDIMRpyCQsmvX0PUnE5eiFaquTQbtDeYeOqWP+HUcnqkf+Hr1PqPl4WyaeXZWGjaeL+yEicfvfHycQtWS18b+O7eLt7cd9F+hexkHpONPfQQ8vP4ZtZ8twrqQOWj2NJ/TGoSuENrZUlgnzdhU4EkIcQ7Sfm8nyoCAPgSIhQuJ5Hjd+fQA7z/fciqG9tBfmwo1KZtsVyzK4a0oMMsvqseKIdS1XDzw1EwEqqnxGSCu6/SJEfFxkLErrmm1yrGvHhOPlS5PAMqAZn3bkobDNNeKf90zAiHAvarVsY+YmQe94fDrCvF3p799BJD+/ATnLFgodBjGDv7vpQ5wHfz2Kv+6bKFA0pK/Gv7YZGa8uEDoMYiG1Vk9t40VmUIAbtp4znVDE80D0k2tweOks+Lp33z6TOJaPrx8pdAiEOA0dx0Muofs1Ii5XjArDFaPCABieTeo5Hnqex6Cl6yw6zhPzBuHeaXHG5dpamojnaF5dYzrBn8aXejYq0sc47pP8/HrUdjM5cVSkN+YODerP0EQpsB+7gu1+dDy8PFWQsAxYhoFMwtCzBweWHOaFjFfmY8obW1FYY+hydsu3B43vn35xLpRyyoHpjkP/zRS3nFD6hUOIwUO/HjW+3vrYtE4JosQ58DzMTgZlGUApl2LESxvBcTx+v3s8RkR42zlC5yWVsHjn6uEoqGrC/uxKi/YNUilw6Ue7cf+MeFw3NsJOERIiHnT/RYg4nS+ps9mxVp8owpAQT7hIWIyJ9kEUXfvaRVZZQ+8b9YBlAC+lHFvSS5BT3gBPVxlmDg6ggTQbMWdyRKiXK/44kg+WMbS/ZmAYRwnxUuCSlFAaUxHI4dxKjIr0EToM0guuQwUIP3c5eJ6n7zCRkktZNGp09DBAZKh9ovgoZN03nvtmdw4enhUPqcShm9ORFgdzKrEnsxyLkkMwlir8E2JXEpZBQzN1EiDixTAMpBIGUgDZry3ArHe2I9PMMaU31p3FG+vO4u/7JyI5zMuucRLrlLWb4D8qkp4jW6K7ZFAAOJxbReMLZnh0dgIenZ1gXJ64bAsKqpts/jn3To7A6lOlULgaOh60Dglp9RxUrjJcOTKMxlEdkFTCYs+TM8HzPOb/306kF7c9g7rj+0P45uYxkEvp/rMrDj065iqXoK5ZBz3H08AQIQCmxPsbEwFXHsnHo3Ns256aiAPLMibVZoY+uw4N3bQW53igvrntQnTdqWJKCO0Hy+8aD8AwY/Ldjefw/paMXvcprjVMgnhq5UlKCCWEECJacQG2q2Bfq9bhmb9OGZep2p599PXakOOBygYNPtqaaVz30XUjsTA5uK+hEQBTEvx73aagugnvbz7f5XtaHY+rR4fbOixihis+2Yvzr8yHjBJiHJpLhwHjTWdKkVXegFh/d4EiIpZIjfDEoQs1xuVGjR7f7skxqT5EHF92eQMSAqkLkpgEeHRfAfTDrRlICvOkSkgOzE0uMY4lf7M7B4ChTSbdbxFiX+tOl4EBaPIRGRD+Pl5odjJoexX1GjtEQ2zhvWtG4K9jhQCA9KJagaMRl0GBHjjbQ5GEivpmqqBvoQdnxuF/f54EyxjGnm3l450XenzfTS6lMW0HxjAM/n1gEk4V1uLSj3YDAHZnVCBh6VqcfXkeXKTUeaQjh04IDfV2RWldMyWDEtLiUG5bxcF9FlYfJANXd8mgHTGMYdb3JR/tBs/z4HgeC5NCcPfUGBqAsBOGYfDAzPheE0IHB6sM7WIYBj5KGe764RA4HuA4w3nieEPlGp4H9BwPNxcpXr8iiW4gCCGEOBxPM9tbW2pcjA/e23TOqn2j/dxwcUoIXe90o8nMa8musIzhekffYWTuTFEtzpdaVy32tknR8FDY59+RGPW1hW5mWT3e2XDWsNBSPRQAUqO8MTm+92RTYr0/7h5PyaAiwHb43fC/eYmUDCoi3krT3xfDQlW4Y3KMQNEQa/nT2Ibo+Ll1fa12/dgITIrzw5whgf0cEbFEx7Fkb6UMf9wzQaBoCHEeE2K8ca6knsYmyIAwf1gwVg4qwLazZd1us+t/0xHmrezHqIitzBtGCXHmyilvwOR4P4yN8cH3e3O73Ka+WUfPcy20eHQEFo82FE/aca4MN359wKbHn5kYgBAvV+OyVMIgytcN84fRpDZHJ5WwGB7uhezXFiD6yTXG9bd/dwiXDA/FxSkhVC20HYdOCA32VOAogLPFdRgURLOECbl/ejzWp5UAACbEUgsXYvDf2Ql4e2PvCRI8Dxy5UG2y7lSB4WG9QiYxJIlyMCYg8jyPjLJ6nMiv6fJ4MWa2bW1ND2Bg2vKy43LPsRu2ZBgGer1h0JJlO/8yXzw6wuESXKsaep/xeMaK2XajXi4xWQ72VMBVJjH777Qn7f++e1ruuI7jOACARCIx2cYcLlIJvrgxFRG+NEBA2lj4z4gQ4iDWPjQZW8+WQq3luq1aaKl9WZXYl2X9hKid58sxsqUSJsfzmBjnh2hqQQ8AiPBV4vtbx+BEfjWO5VVj05lSs/fleHT5Zf3h1t6ro3fnvU3n8eplScZlHcfhkpRQeCqdM0k01MsVR56ZjSf+OIFNZ0p636GDz3ZkdfveE/MGwc/NBRzPQ99yHq8YGdbnJFRiQONY4uDbIanp9XXpmDcsiH5HiMSQIHdsTC83Lp8qqMWra87guUVDBYyKWGr5oTzcPTVW6DCIBeL9u/6O/Gn/BaQX12FwsAqRvkqHGp8jbVQKqUlr0xmJgTQZgpB+4CaXwFVO91pE3PZnVWDx5/t63c7TVYYPt2TgpUuH0URJB1bZoMFP+wxJjO0TqP48ko+3r04RKiyHtyGtGIXVTWAYBs/9ndbjthE+Sni7yfspsoFpSoI/sl9bgGYdB42ewx+H8vHiv6f7dMzN6aX46qZU+Lm7QCGTwEXKQiGToKZJa1ym1vGOjWEYHH1mNka8tBGA4fnPzvPlqG3S4tZJ0QJH5zgcOiHUS2n4cvx8Rxb90iEEwCO/HTO+Tiukcu0EUGv1ZiWD9mTFkQKr9ssqt7wdhL29vi4dd06JgcRBrtEySuvwyuoz/fJZRTXqfvkce/rjcB4enTNI6DCIg3CQH2NCiBUGB6swOFiF7/fmCB2K0R+H8/HH4XyTddQSsc2UBH8kBnvgrQ19u660ladWnjRZXp9WjJ9uHydQNMJTKaQoqG6y+XHfWHe207qc8gY8vXCIzT/LGSU9vwEqhRQnnp8rdCikBxp956T26W9to98RIrHpbHmndd/szsHVqeEYHKwSICJijfaVWYg4ZFd2f11yOLcK097ahsnxfvjhtrH9GBUxV/tkUACI6SbBlxBiW0U1auRVqaHneOqMSURLo+fM2q6mSYtfD+bhsbmD4EeVER3WC/+kYVVLm/j2rh8bIUA04nAopxJ3/nDY7O2/vnk0VNQJqc8YhoFLS9LyyYKuC1lZ6rbvDlm0/c4npiPch4oaOYpDOZWdniEAwNgYHwGicVwOnRCq1hqqwN0zjVr9EAIAGaX1xtdxATRrlwD5VY1W7Tc53g8zEgPAAGBZBixj+I9hDK0/W5e1eg5HLlRBp+eh5XjoOQ4aHY9Rkd6YPSQQDNNWFKp10n/H5Y56qhRqzjBIfb2hrYq7u3unypW+7nKHGUxZdawAD/16zObHHRvtYzKTuPVc3T8jDh4Kw6/11r8BS/5eLcUwTKcqoA0NDeB5Hu7u7sZtgM4VRrs8HoBIqg5KCCEDxrOrTnXbJsfW/D1cMCXeHwxj+jvPsMwYX7etZ3B1ali/xCYWeo7HmFc298tnXTEyzHg+Wk9L+3NlXG5ZlLAM7pse1y+xOaL8qkZMen2r3Y4/JsoH0X5uYFnATS7FQ7MS7PZZA5lCykKt6/xgrFatw8O/HsVTCwcjwEMhQGSkNw3Nui7X04N6cXDrpsrWsbxqSggVgcRAN6SXNGAcPbARnZK65l63oUQCQggxdarI8Hzv90N5uGYMfUcScZoQ64dAlQtKanu/FgCA1Jc3dbn+6/8kIzXC05ahESu8ePEwRPu5GSov6jh8tSsbgKHq+yvtuveQNqMivfHSpcNwrrgOAIzj0Xqex4/7LnTaPsybJr/ZwnVf7MOezArBPt/dRQp3F4dOrXMqPM/jyk/3dlrvrZRhCI0FmXDof7WtCaFxAdRmixDAkMS387yh+sGejM5VEIjziQvwwPe3jsGNXx+waD8vpRy3TDSvXLajDU7UuhgetKpUjj17vbXKtS3E+Lthy3+n2ex49tJ2bihhndgGdYwnRJzWpxX3WzIoVXDrO57n8d4m+1cG/fQ/IzFvWLDdP2egqVN3nazWF3/dNxHDw71sflxn1lUyaKu/jhXCVS7Ba5cn92NExFxdVQgFAI2Oo5aeItBd+8knV5zEtQ42lkE6Sy8xdJ7R9PAdShxTk0bf6zbJYV72D4T0WfpL86CQ0e87QvrDzEG+2Hy2AlelhgsdCiFWk7AMHpqZ0GVVNkvYY6yDWM5TKcPDLRODi2qajAmhpHsMw+CGcZEm677cmYWXu+gW+cWNqXSdZSONZtx/2NKswYH48qbUfv1M0jOdnkPc02u7fO+/sxPwwMz4fo5IHBw2IZTneaw5WSx0GIQ4lBg/N2NCqKtcAo2Og1za9eA3cR4hXpZXmvnneCH+OW5oA/D+tSNwcUqIrcNyel6utmsBkFXWgKglq43LL1w8FFelhkEpd9hf44T0XQ8VZQkhju0uC9rm9MX6h6f0y+cMdMW1anywJcOun3HDuEhKBrVSdnmDTY8nl7KUDGoHkT6uyO2hfW5mmW3PI7EdPdd1QujgZ9fBSynD0Wdm99jpgAgr3Lv78ZCoJavx1lUpuHIUVQV3dDPe2o5zr8wXOgxiAW9l72NeE5Zt6XJ9lK8Sqx+cDDeqsCMYPzcZyhu0AIDEZ9bh4pSQfm/na+6vVgaARqMBAMjlvU++7+q3upuLFPdOi6WEDCI4VUt3r1fXnMHICG/MHxYElirSE5HJKqs3Kxn03cUpuGxE99fhtbW1tgyL2ECwpytmJvhi8znhqjCKlY9b19co3+/Nwewhgf0czcB0LK+6Xz9v05kSXPv5PpTUqeEml+LXO8fR/YuA1Fo9fuhQgGRIsAqPzx2E1ChveChsl5Mx0Djsv9r2XWhr1Vqo6CQSgsfmDsJ3LV92+7IqsTuzHNMHBQgcFRFCo0aHW745iP3ZlX0+1tKVJykh1AZu/+4gNp0p7ZfPeu7vNDz3dxpVRSOEEOJw6pt1CFIpUFyrtvtnzX1vh8ny73ePx+goajnqiH7Yl4sf9rUN2lw7JgKvXU6tp8zR+ngwMcgDKlcZmnUcjvdhEFSj4xC1ZDUOL50F335+8D+QjQxX9ZgQeiC7ksa2HJSHS/fJIdWNWug4HjIJPah3VEODPQAUdfv+Y78fp4RQB+bvLkdZvQYaPVUIFZswKyant8qpaIRaq6cHqgJq0pr+zP3dUjRgIHORsrhvepzQYRAn989Jw7ODr3Zl4ytk47e7xmNMNI1hEHExtzPeI8uP45Hlx43LwZ4KXDoiFCwDsAwDP1cGlyZTopyjaZ8MWt2osWknRLE5VVCDnefLIWEN/2ZZhkGTVo831581+xhf3EgVJs3F8zw2nC7BvyeKEO3nBpeWgmhf7cpGZYMGMX5uqG/WwVUuAcfz0Ol5aHQcNHoOOj0PrZ6DrpsJv9bam9X28/DLgQu4fXKMTY9PurfzfBkeWX4M5fWabrf594FJNLHGDA57182yDEZFeuNwbhUKq5ugCqJBc0KSnt9gfP3J9SMxLcFfwGiIEM4U1eK7PTkoqVVblQz6yKwEzBwcAKmEgUzCQsoyCPCwfhCXGOj0XL8lgwKGagr3TIvtt88jhBBCzFVZr+kxGdTPXd7jjXxfuFHlbKtkC1C5MNiTrj/N9dK/pwEA6cV1AAAPFynkUrZP7XVdpCxk1GnCpvKrDd97D86Ig7tCCncXGRQyFpUNGngopEgK9aJkUAeV05LIOyXBH/OGBkHlKgXHA00aHRalhHTbkpw4hrMl9QCA+6fHwdNVBg+FFAqZBLVqLRQyCRYl0+RXR1bXrMOUOB+8tXiE0KEQCx3LN1T1mhDri0tHhEIhk8BFykIhk6CsrhlNWj1i/NwwMsIbTEvih0zCUMVlBxHi6YKSOg3ummoYW2QYgAHT8qfpcn/ju3iOr242XGcpXHq+h+DBg+0QNM8DChmLa8ZE2CxGQqw1Nd4Hm89W4Mn5iYjyc0NqpLfQIRFiMR83OXYvmYGJ3VQC705RjRqfbMs0WefvLseCEZ62DI/0QcdxJqmT3wtf9MGuPu2/84npVJ3cAv+cKMKDvxzt9v2sbjooBapc4OfuAglruNeQtNx7sCxjTECvatTiTJF5VYkfm5OA4eHexutgjueh1nKYmUgF2vpLnVqLG746YLLusTkJCPNWIszbFcNCPelnywIO/cTs4VnxuOGrA7jlm4PY++RMocMhxKHMT6KWi87oms/3oaZJa9W+gSoX/HLgAn45cAGzhgTguUVD6eGWjWSU1dvluPdMi8XEWD+wLDA+xpcGzgkhhDi8CF8lcpYtRNSS1V2+X16vwfxhQdDqeQA8eN7Q1u/lS4chxMu1X2MlBhPi/Ho8ZwuSgqDRtZ0vhVyCly8ZBu9u2iER26pV60yWZw8NBMswSAr1xI3jI+n60EEczK0BANw7PY4GJUWmtYLEhFhfXDeWkkXEZldmFQDghvGRCFTRZAMx4TjDg7UQTxeaqCxC2RWGZPpbJkZTG0wRUus4xPkrRVMxs7WtsEqlEjgSQvpGyjKI8nE1JmMTIlbpRbWI9XdDZh8nGA8KdLdRRMQWOnbGcHfSau5qrR7Xf7m/T8c4/8p8ev5ugfc3n8c7G89ZtW9FvQa3T4qBluNww7jIXluH03WlY/tiRxZeWXPGuLwwORjvXj0ccipsYDWH/iavb3nwkRxGs0MI4TtMj9XoOPryc0JrHpqM7WfLwIMHxwPP/HXK7H1LapuNr3/cdwH3T49HEFVnsonEIBWevWgIXmyp4GQrpwpq8L95iTY9JiFiQekthIhXxxn/Ha09Vdxp3bsbz+HNq1LsFRLpxfS3tnX73pqTnc9XnL87HpmdYMeISKsFSUH47VC+cXnFkQIAwB+H8zEq0hvDQmm8xBH4uslQ0aClZFAR0ukNYy3UZUqc/NzlyKlsomRQEeJaxjldaGxTlPbnVAMAInyUwgZCrJJXpYbexi01CSG9k7KMzdvZEtLfCqubcNt3hyzaRyFjkRTqCabdiP+4KBV83aiLhiOhCccGzVoOh3Or+nQMPceDhofM93+bz1u9r47jjQmEueWNeP3KZFuFRQSw+mSRyfLswYHIKK1HjL8bjblayaETQptbSlNfPjJM4EgIEV5tk2llmAuVjYgLoNlTzibUy9WkaklZXTPet+JC6egzs6mqk40NDbH9bKKd58uN1bqOPDMbPnTOCCGEiECYt+WVPn8/nI/fD+f3uM2J5+dQy2U7SQnzRHY3rXe68n+bz/c4WPfpf0Zi3jDqaGALN46PMkkIbc/c9lUHnp5J1dfsrKLB0MUhaslq+Lm74Kfbx2JQkIfAURFztCalvbomHa+uSceLlwzFjeOjhA2KmK2+2TBW1nrf/N2tYzA1wV/IkIiZWltQrj5VihcuEzgYYrGp8T7ILG/E3Pd2mKz//e7xGB3lI1BUxBKFNc1Ye7IIoyK94efuApZmRhBid1IJSwmhRHTqm3UY+dLGTu3ELaHWcjiYU4VNj05BXIDhPrm1Sh9xTK5OnHjlqZQhZ9lC6PQcfjmYZ1FhplaJz6zD1AR/fHlTKlUKNUPGK/NR36wDxwFjXt1kzBGz1PJDeVh+KK9Psex8YjrCadKbYFbeOwEP/HIU/54wJIY+vPyY8T2lXIJGjR73T4/DNWPCEerlSonsZnDohNC8ykYAoIE8QmC4ALlkeAhWHSsEAPx+KA9PLhgscFREaI/OTsDVqWGY9PpWs/dZkBQET1dKprC1sTG+yFm2sNN6tVaPM0W1eG1NOk4UVEOttfxCdni4F5Ry570BI4QQIi6LUkKwKCUEP+7LxVIrBs26Q7f39vPeNSPw5lUpGPzMOps8oJKwNNhpK8NCPfHCxUPx3N9pmDc0COvSOlds7QnLAHIafO5X5fXNmPveDhxaOgt+7i5Ch0N6Edyha8azq9JwcUoIvJQ0GU8MJB0SmG76+gA9wBGZ8gYttHqOHpSKTIxf1z9jV326F3/eMx6jIikpVAzu+ekIAGBstA+W3zVe4GgIGfikLAOd3vqkOkKEoOf4PiWDtgpSKeDrRvfHYhHl5yZ0CIKTSliMivA2a9spCf7Qcxx2Z1QY120/V4b4p9cal/c+OQPBnpYXUXAGDMMYW72ve3gKfjlwASzDgGUM54HjeGg5DjwPcBwPHcfj2z05wgZN7IJhGHx43Uh8eJ2hW3JORQPOFtchq6wBvx3KQ6OmCR9uzcCHWzOM+yxICsJzi4ZS55huOHRC6Okiw+wQah1DiMFrlycZE0I/25GFx+cOMs6oJ85DrdXjmb9OYdWxQuMFUG/2PzWTfhHa2c/7L+CplSeNy75uckyI84NWx0HHcVDIJd0mg/5x93goZBK4SFnIJCxkUhYqhdR4AUyIs+LN+YIjhDikmiYtnl1lSAadkuCPHefK+nS8xCAP+r1oZ6cKamxWrcSaKrGke6MivXHVqDAMDVGZnRCqlEtw+sV5do6M9KSsrpkSQkXAU9F5aLSiQUMJoSJR36zvtO5CZSMlhIpMcY2azpnI+Lt3/x15qqCWEkJFZn92JaKWrMYbVybj6tRwocMhZMDKrmhEeUtnAULEwtNVZlIIRafnMOn1rSiuVZu1/9bHpiGakgtF4XhetfH14lTq3gsAQ0JUXRYC6s75kjrMfndHl+81aTrfu5LOov3c8FSHgmg1TVqU1Kqh1XPQ6nno9BxSo7yRV9kEPcdBx/HQtySKanUcVh4tQEWDxqrPn/xGWwGum8ZH4oVLhvXp/w+xnlzKIiHQAwmBhsrS14wJx9hXN3fabs3JYkhYFh9cO6K/QxQFh04IbZ19oNFzcJFSZTTi3LR6DkOeXW9cvmFcJCWDOqmqRk2vLVUBwMNFiolxfpg3LIiSQfvBp9szTZYrGjT453ihWfumhHtRNQxCOqBK/4SI2yUf7kJrbmFfk0EBYFyMb5+PQbqn53hc9vEemx3PmxKpbOZYXjUu/Wg3AOD3w+bvNyWeOq30J4WUhbpd1ZQ1D07G4GCVgBERc1U1mj6U3/74NET60gNLsfh/9u46von7/wP46y6euiulBpRCcXd3Nsbcx9yFGXPmzJj7vhu/GVMmjA13d5fS0pa20Ja6pY3c/f5IkzY0bZM2yd017+fj+32QXC6X9ziSXD6f9+f97hPjh5xSnfX+igdHoVd0gIARkfbwpy42klNe2zyh6cfbh2JEcqgA0RBX2ZddRgmhhLjRgdxKqKkAEpE4uYzF4IRgh+e+xr+9EQCwdv5YJIf7ujEy0lFNr8m3ZpTglpEJAkYjbpkXqjHxnU0O7eujlGHfc5OhVlCukyM4jse09zcjvbBa6FAQSRVdRcXeHNOgrkGYkRaFuQNiBIhIGkSdEPp7Q8ITtTcjxJwE2NTLc2hFgreKCtAg/ZXpeG9tOj7ZmNniflX1Rqw8VoCVxwowpVcEtEpRf+RL3stzeuOFv44iu6TW6edmFFXThDEhhJBOJdxf7dR34oC4QCy7d6QbIyKtcbYi8/3jk/HY1B5uioY0Fe7XcoXJtfPHIDncz4PRkJbUGTkEaRXY/9xkMLSqRVIKquoBAO9e3ReX9acqKFKz/EgRAODMazPAsvTekxo5y+DGITEIoIRQyalpqHC0fcEERAfSRKkUaZUyHH5hChWcIMSDJvYIQVaJru0dCRG5D6/tD42CxS972y5cYzFp8Sa8d3U/TE+LpCJgItW1ScX+sd1pkQ9grohbazChtt6EGr0RtfUmZJXU4O+DbSdEL76qL+YOoDEGZ5TX6rHiyHmnk0FvHt4VNw6Ph1LGQiFnzJ04ZSyUMhZyGQM5y1jH6iorzR2q/f1pTl7MjCYOS/fkQm/kkF+mw44zJTjR0F0cAD65fgCmpEbQbxkHiDo7KDJAjaKqehpMJwSgwVFiQylnMSQhuNWE0KaaVpe1eGJaD9w7LtnVoXmt+T8fbHcJ+unvb7HeHpUciu9vH+qqsAiRNGoYT4g0bThVhN1ZpXYfiw5QIzpQA4YBGDBo+B+em5Xq2SCJjSd+O2x3e4iPErHBWihYxnzOGAZapQw3De/q4Qi914hF623u947xh0LGYkRSCBJCqbqGWIT7KZEYoqXxKwkK1prHWmhSUpqm9gzFruxySgaVIEtLPxVVSpM0+tqTriCtgiZQCfEwhmGcXoxJiFg9MyMV/moFvtqa5fBzHv75IB7+GU614CbCWHmsADcOjxc6DI9bvCYdH6w73eHj3DU2ETP7RLkgIu9QUWtA35dWO7x/l2ANZIw5yTPER4n7J3RDWCsL6on0PPfXMSzdfdZ6v2uIOWE91FeJNY+MRZAPdSdzlKgTQuNDfHA4r0LoMAgRhZp6k9AhEIGV1ejx7J9HUVlnAM8DHM+jW7gvcstqUWfg2j7ART7dmEkJoS5w/FwlFq9JR5CPst0JoU1tzSh2QVSESB/Pm5PECCHSMyyh5fbu5yrqcK6iDgCw5pEx6BZB1Q3FYMGMFCw7kN9se0mN3np9s/z+UUiLpTa8nnbnmER8sfmM9f7RfPNq6D+ooq6oFFXpUVSlx9H8CvSOofeJlGga2rZ9vzMHM9JowkZqymoNKNcZsT2jmFpVS4zlt56Jo8QYKSqqMl8fDn99PQ48N5km5CQov7wOU9/djDvHJOLygVS9ihBPYECL34n0vbj8GL7Zlt2hY8QvWAE5y+DvuwYilar0iUbThT7bMkqEC0RAqS7q5Pj5pjP4fNMZRPirMHdALB6f0oMWMbaipKbeqf1zSxurbWcV12Dwq2tdEgd1MBOPR6d0t0kIjQnUYPUjY2gxdzuIeglgUZV5ojCvzPn2u4R0NsE0sOb1ftiVgxVHzmPL6WJszSjG9swSnC6qdjoZdMH0FGQvmokjC6e6KVLvsnjNKaw9UYiMIudK2F9sYko4/nlgFK2OJKQBx/NgqdwIIZLk6Fv3yd8P42BuuVtjIY7Zl13W5j6P/XrIpjUL8Qytkga6pOSXvblCh0CcVKYzAAC2Z3rnhJfU7c4xFxL4vEniPJEGy4RoecN7kEjL2bLGSVi6npeuU4VVePTXQ0KHQYjXYBjzAnhCpKzCRdduRo5HZjHlfxBxmdY7EtmLZiJ70UyceGkaZvWJglrR/nSqwsp6fLoxE/VG54s6eZPEMF9kvDod717dV9A4iqs7XvSJuEaorwrvXNn472F7ZgkeWnoQ608WUrV1J4m6QuiMtCjsPFParsp3hHRmd41JFDoEIoB7xyWjf1wQDCYOLMOAZRh8sO40dmfbb8lqcfmAWLxzlbAXUZ3ZR9cNwLFzFZCzLGQsY217tiurBG+uPOXwcdadLMK6k0WUEEpIA44HaNEkIdL0f9uzHdpv/9lyzPl4GzJfmwEZveEF9WOTFbctOVVYhenvb6FrFQ8b0z0M761t3q4qt7QWXYK1AkREWhIbqMbC2b2EDoM4qarOCABYTL+ZJalvjB8O5VfhfzcPEjoU0g6+KhkU1LJakqID1ACAr24ahPEp4QJHQ5zlp5ajqs6IH+8Yil7RVNmcEE+hCqGkM1h8VT+8fUVfPPPnESzd7fiCyM2Pj0dcSOMYRmUlLTgWm6Iq56o0dnYapQwfXTcAOr0JN/5vF/bmtL2Y3p4vbhwIDS32bpNcxuKy/rG4rL+5cn1NvRG9XljV4v7f3zYULIuGuXmAZRjIWMbmTwDgwVsXY/A84CczIECjgD9VJxa9ywfG2ixeW3msACuPFSAuWItNj48DQwWFHCLqhFDLj9FDueVIDvcVOBpChNW0hVJUw6Ab8S4sy2DkRS3Qbvjfrlafc+eYRNw7LsmdYXk9tUKGgV2Dm23/fFNmi8+5fVQCwvxUMBr0ULAMfHw0MHE8xnYPc2eohEgKz/N0QU+IRL3+30mH9ru0XzSuGtSFkkFFYMvp4jb3mZkWhVtHxbs/GGLjvh/2N9v2+tw0SgYVmZQIH4T4KKkFmAT5qc1Do4FahcCRkPZIDvPB2bI6yCmpUJJ43vHK8kRcogNUAIAekX4CR0Law7IYIi5YiwANff8R4jH0pUc6CZZlHB6TWDt/LOV4SMSGk0XW2yOTQwSMRFw0Shl+u2eE3cf2ZJfiys92tPp8X7Wo07FEy0clR0qkH04WVNl9fFS3ULvb20LJ6NIyultos3mLs6W12J5Z0ixnhtgn6tGy1ChzZvbhvHJhAyFEBHJKaqy331/XvEIM8U7L7x/V6uO3j0pAoFbpoWhIU49O6dHiY19tzcLr/53EW2vP4K11Z/DButP4ZEMmrvliJ4a8uhZPLTsMg4mqYxPvRivmCZGuNY+McWi/mEAN/XAXiWdn9mxznxBfpd1FMMS97LWMj6QFgqJjMPGU3C5RlkoRMlbUQ6SkBSxjrrZFpKnOYIJaQdVypIwqvEpTUqgWkf4qxAbRAiNCPIkBqM0p6TTuHZeMrNdntLnfzV/v9kA0xBWuGRJnvb0to0TASKRjcHww7mmhKNP71/RD9qKZGJFEY9/tUVFrsJsMOr13pEOfPaRz+O62ocheNBPZi2ZiTr9o6/brv9qF+AUrMOqN9TZF9Uhzok5JV8rNAwrlOoPAkRAivMSwxhVUZbX0niBmabEByHxtBj7ZkIF31qQ3e3zIa+tw+6gEPDsrVYDovFuPSD+sengM3ll9CquPF7a4n8HEo7DSthXD0t25eHhSd0T402Q/8WJULYYQyXJ0YviTjZn4ZGPLFbUvdv3QOLx6WVp7wyKtCPFtewHRtzty8O2OHIePufOpiZS46ALdwv2QeaHGZtu8b/bY3Tfr9RlUXVsgFToDMotrEb9gBeZP7o4HJ3YTOiTiII3C/J1189e78frcNFzbZBKMiF+9kUNprQHxC1bgqekpuGssdUiREo1Shgoa45Qky/XGsNfXAQCSw33xy13DEexDi9Kl4FxFHXQGDu+uSccjk7sLHQ4hXoNlaAE86Tz+PXIe99rpaHKx1+bSOJ4U9YqmdtqOemJqD3xqZ3z7oZ8O4qGfDuLLmwZhcmqEAJFJm69ajhuGxeH7nWdttv93tAAJT/3rkte4alAsXp/bhxZ4S8S7V/fDzD7R2HL6Ag6cLceR/ArklemQ9LT534NCxuDky9PpfF5E1Es492SXAgCKq+vb2JMQ73D7qAShQyAiUWcwIX7BCsQvWIGkp/+1mwxqseV0MThaHeFx32zLwtT3NreaDGrx7MyeWH7/KKx5ZAy2L5iAYy9OpWRQ4vV4ULUfQqTKRyXHKDdU/qTVnu4zqGswYgI1Lj0mT1NdLvHmlX0c3pfeI8IprmlMaHpvbcu/zYj4NB0o/mZbloCRkPbYl9vY7u3jDRkCRkLao97IIaO4VugwSDsoZba/1jOKqnG2lM6lVOgM5q5E1IWMEM9iGAb0k410BqcKqhxKBgWAQ7nlKKvRuzki4mrHzlFbbUcxDIPTr05v8fG4YKrI3h4ylsHDk7rjlTm9oZC5Z6bwl715qKDChJLBMAwmp0bgpUt7Y/kDo7DhsXGY0iTZ2mDiUWcwCRihOIm6QujahiSa2ygJjhAA5jbTFg8sPYAPr+0vYDREKk4VViGxYXXE/24ehIk9aSWSJ6jkjrc9e2XFiRYfSwz1wfrHxrkgIkKkh6qcESJNg19d65bj/rQnFw9N6oaoANcmLhJg9JsbXH7M7RkluHxgrMuP622+c6Iqa/Iz/7W5zy93DceQhOCOhETaEKBR4GxJLeJCaNBfCppebaYXVlMLa4lRNZkYqqwzIq+sllogS4jBxONgXiW97yTI3vma8/E27Hp6Ii1wlhie52nshRAPopbxpDP439YzDu+7eE06Fq9JR/aimW6MiBBhrT7WcmGgqe9txp5nJiHMT+XBiDqHCW9vRGWd0a2vMeDlNTb3/dVyrJk/ln7TSEBCqA8+uLY/Up5bad22LaMYU3pFChiV+Ig6IfRUYRUAYHA8TVYQAgAz0iLx75ECAI1tzYh3Wfj3MSzZnt3u59NKpI77asuZVhM4Xa1XTIDHXosQQghxhf+7dQhu/nq3W45Ncyfu8cqc3nj2z6MuPaaJTpZLXDEwFm+tOuWy41XSyne3K6s1YMxbG2jCSyLigm0XGSz67yQWXtJLoGiIs85V2naVGvPmBpx5nd57UkO5aNIToLY/rTT0tXX0/ScxP+4+i+uHdhU6DEK8An3fkc5CKXd+fvrSj7eBZQBflRwPTeyG7sGiTlEhxIrnedQbOdTUG7ErqxRFlXXQKuWo0RtRZ+CgM5ja7HY8+NW1GNg1CL/dPZwW4rTAxPH4dkc2ymr00CjlCPdTYWafKCzdnQuVnEWgVgE5y6LOYEKdwYRag8kt8wSVdUbUN1TTJ+JToTNg/NsbkRYTABPHI/NCtc3jo7q5vmud1In623Zcj3BsOV2MNccLMXcAVRYhxJIMCgAvXtJbwEiIUNaeaLv9eGsmv7u5Xc+bOyAGi6/q16HX7ix2ninx6OstP3QOyw+d89jrje0ehq9vGWzTOlHqqGWtNDEAOEomIkSSEkN92v3cIK0CMUEa64CO9U+YB+BuXbIHPG/+bDf/ad5u/bS4aH++4RiW/af1isRTM3p2qu85Vwhv5yr1lEg/KGSs9buW52E9L19vzcLXW7Ns/v4B++espfN119gk3DjMuyeoTxVUtblPvy6BsPyTtvy9Ws4Dmvy9cjyPxWvS8c6adPPfd8PfNcdf9PffcJtr2OfLmwahZ5S/W/77OiOGAb66aZDQYRAHpRfVWG9P7x2JByYkCxgNcdaoxCCsPWX+jT6mexgentRN4IiIo7iGnrkTe4Q41WGFiMOpJp+dCaE+6BbuC7mMwbyR1OlNCvzUclQ1VFtaebQAOSW1eHRKd3ovEuJmDGiRK5Ge/HId7vi/vajRGyFjGShY1lrQyxmHcsutt0uq9fhpXl8XRklcYV9OmfV2/7hA4QIRyInzlZj+/ha3HT8qgCpO2jP/l4NYtj+/1X3qjRwKK1tPunXU8IRAMAwDmcx83Wszz9DwHf3E74eajKuax0eVchaLr+qHSDqPHsNxPB777ZDdfx+b0i8AAC7pG42BXYMwsGsQUqP8wdKcTzOiTgid3DMCL/9zHAYTZWETcrEzxdXoFU2VA73N1icnAACq6gxIW7jaY6+bVVzT9k5e4qubB9vc53keJo6HkePB8TyeXnYEfx70XAKnq21KvwAjx0HGdp5BYAZ0AShFLMvQICkhEtUlWIs7Rifgyy1ZTj+3rNaAslr3VTD8amsW7hmXhBBfatPTVHtbqZx0IFmxI57786jXJ4QOSwxpc5+DTSZW3GHJtmy8cUUft75GZ8LzwMSeEUKHQRykNzaOOY5ICqHvB4k5XtBYDWJMt1AMiAsSMBriDMtEzaG8SoEjIe2RcaFxnDAmUIMvaCGEpFQ1ab255XQxtpwuRlSAGjP7RAFoHEdjGFhH1CzVrJqOsDVdQMQ3rPLiAShkLIJ9lO7/DyFEYhiGQUWdESaOp0WqRDKWHzqH4+c7dr02PDEEj0/r0TDWzyMpzBcw1rkkPuI6TRPdbh+VKGAkwnDlXNSGx8YhoQMFE7xJ0zEZT9iRVd7u5y7Zno0F01NcFwxplZHjW00WvrRfNN6/pr8HI5ImUSeEhvqZfzQ+++dRjE8JR7gfZVwTYnHZx9uR/up0ocMgAvFTK/Dp9QNwzw/7XXK8ky9Pg4xlIGMYWj3hJIZhIJcxsCyif21uGlKi/KHTm1Bv5KDTG/F/O3I6/DrXDO6CBdNTwDCMdUCWYRiwjHmg1tJlgLX3OLUgIBJEFUIJkbZbR7UvIdRRKx8ebf3+M3/nAWjyfWi+Z/4OtDzOgEGARoEArcJtcUnZ6G6h2HK62OXHfWF2KoYnhdhcr1x8zppONDc9X5YxAW/Wkcu4G4bFYUbvKLAsAxnLgGWYJtf85uvGi68dLbcbtzOIDdK09VKESFZtk1Zg/hr6fpCayiZJTQF0/iSpuMYAo4mDXOZ861EiHGWT8xXWzkrzRFxeXH4cLy4/7rLjfXnTIExOpQUyhDT112Fz97dbl+zB/906ROBoCHHMXWMSMSElHFPa2X0QAJbeOazZtspKSggVm5jAxrGf+37cj5l9ZgoYjeelRvsje9FM3P5/ezvcrXP82xsBmMevUyKp405rPrpuAD66rvF+/IIVwgUDc8XJa4Z0AWAeE7XMsctYoH8XWoDqSUo5i+xF5s8hg4nDk78dxrIDjQmiJ89XobxWj0AtzR+0RtQJoRtOmku9sgzj8exwQsROT5VzvdL6k4X4++A5GDkeu7NK23UMhYwBwzDQKGR4eFI3TEgJh1rReapBCmXF4fP4YVeOdeIcMFe8kLsgwfaWEfF4dEp3+Klpgqs9KB+WEEI8LyrAvQlk096zbeFzx+gEPDMz1a2v2dldMzjOLQmhF08sq+QsDjw/GVqlqIcjREMhY3H5gFj8vj/P6ed+v/Msvt951nr/puFd8dKlvV0ZHrHjnSup9Z2UKJr8XhufEi5gJKQ9mo4Xt7faNREeVUmTnqbj0g9O7CZgJMRdzIuJGhebX7yQiGWZZgvwLIu9EkJ8MKgrTZgT0pKbhnt3FwwiLQzDoHuEHxbNTcOCZUccft6knhHQKmW4f0KyG6MjrnQkr0LoEETho+v6Y1dWqc2CdZYB0HCb53mYeHPXSJOJx+3f7m3xWAUVdZQQ6qSPruuP+388INjr/33oHP4+ZO4CKmMZbH5ivE2yNBGGQsZi8dX9sPjqfrjn+33472gBThVWod9LawAA39wymMb0WiDqGZj0QnP7uTWPjEVskFbgaAgR3tYnx2PUGxsAAON6hIHnear850VMHI9bl7R8YemIxVf1RZ/YAEQHamgS3oU4jsd9P7qmWqs9S7ZnY8n2bCy/fxTSYgPc9jqEiIlcxsDIUYVQQohjKnXGtncirfJUdad6Iwf6eHfOQxO7tSsh9GKnCqpcEA1py+UDY4UOgTghqEnV6Dq9Cf60CE9S9KbGLxSqEEqI5+SVNVb1Kqqso5aYnYhCxmD7golU+ZUQNxrbPUzoEAhx2jVD4jCnfwxSnlvp0P6WCot/HzqHky9Po6I0EtB0kZY3LtgqrKzDvT/sR1WdASq5zFpcyaKxu5Ht8/rEBuBwC8m0P+3OxbgelKTWFoOJwzur03HifCXUChYz+0RBwZo7mjZtGe6nkoNrSMY1mNw/vmzieFTX0ZyD2Hx6w0Dkl+vwzqpT1oqh85bssVYTJbZEnQ209kQhlDIWfmpRh0mIx8z7Zo/19oC4IEoG9TIylsHa+WNxKLccchkDhYzFltPFWLr7bNtPbjD/l0PW2/TF6Dosy2D30xNxqrBxkt3I8TbvWVeY/dFWZL0+g977xCtwHA+W/q0TIlm/7s116fEem9IdyeF+Ntsubg9fqzfSgpd2qtAZ8N3OHJccKzZIg2dn9myypcngaUNFofwyHXpE+jV7LrEvLsSxBbKLr+qLmEANZKy5OpOJMw9eWgZLOY7H2uOF6NslkCb53Sh+wQrMTIvCa3PT4KeSg/XCiRQpqdWbrLcv/Xgb/rp/JML91AJGRJyhlDHWpNC+L67GX/eNRGSAGio5S7+bRY7nzedNJadW8VKkVTUmdVz9xU4AQHK4Lz65fgCSwny9MolAqhbOTkWfLoHwV8ub/d4ihLjW9NQwHC+ohlxG331EmtQKGbIXzQTP85j5wVYcP1/p0PM+Wp+Bx6b2cHN0pKOq6xsT30xeuJJ79bEC7Mspc+kxbx4R79LjdVbphVX4bFNmm/tV1bs2OfOecUmYkhphrYhv6f7JNVSB5XkeFToDdmSWIDZIgy7BVMBQLGICNRgUH2zTQj5+wQpcPzQOr16WJmBk4iPq2bLYIA3qjRyCfJRCh0KIKLx0aW9c+6V5kG3xmnRqyeOFksN9kRzua70/Iy0Kd41JxLi3Nzp9rF/35lonSCzDtNPTIimRop3C/dUI97edOGwp6bai1oC+L61u1+v8b2uWTTsmy7mbkRbV7PUJkTK9iYdSRpNIhEiRiePx+G+HXXrMt1ent7nP0IRg/HzXcJe+rrf4dW8ulje0w+movDId7v6+7crp2xdMQDS13HFIcXW9Q/s1XfzVFloc5l4rjpzHiiPnAQDRAWpsemI8FDTxK0rJYY0D+ucr6jDk1XUAgN1PT6TfVxLQJUiDzOJaAObFDRePjfx130j07RLo+cBImyzjUfVGDuW1Bhr/l5ixycHYdLrUZltGUTWmvLvZen/bggnUXlECFi4/br392Q0DMK13lIDRENK5sYy5ChohUscwDAbHBzmeELohAx9tyAAAbH58vMOLXolnDYgLFDoEQd04PB7jeoSjVm9CvdEEvZGDieNh4ngYOB5nLlTjxSbXTY4YnhTipmg7l17RAVg7fwxySmpRb+Rg5Hjo9EY8+fsRt77upxsz8enGthNRLfY8M4kW2ItEYWUd3ll9qtn2OgNdZ11M1Fk/5yvqcL5cR22xCWlw13e27cJr6o3wUYn6bUzc5Kavd2Nz+oUOHcNeosaa44X47MaBHTquN+I4Hh9tyMB/RwtQWlOPwkrHJu3b45UVJ+xu/3pbNjY/Md5tr0uIp9GVHyHSJWMZTOsViZXHCjzyepN6RgAAFkxP8cjrdUbzRia0eI3hSpZzNTwpBFEBlGjlqCdclGA9tnsYZCyD20cluOR4xDGz+kZDTpXSROt4QXWzbf5qOQK1lJwmBWfLdC0+plHIEO5PkzVSQN3BpOdAXusJIPEhWjqvEmRZ1EWtfQlxj3XpJagzcDCYOFosRiTvrrFJ+L8dzneaKa3VU0KoSJ0saOyAOKuPdy4QaakC5JbTF5xOBn3/mn4uiMh7JIf72VSrP1ngWMK5Ow2ICwTLmFvXT+4ZgVBfGicSUkFFHU4WVOJwXgUWr2ksHuKjlKFXdAC+umUQ/NUKASMUJ1H/Kq+uM6JGbwLP27YDJMRbVdY1lsIeEBcIOVVO81oVOoND+81Ii4SvSo6GTlzgAfA8wKNJuf8mjz1ObRvapVpvtLn4cIfL+scgSKsED77xfPK89ZxS64GW8d7X3aJzYAAv7ExCiOTxPI+Ep/7t0DHC/FRgAPOAC2OuPMAwlsrY5m0swyDIR4lPbxhArX07qEJnQN8X21e5HDCfL8s5MVcwN58v9qI/H5/SA9PTvHNAub10BhP6LFhh9zGFjAHDMOB5HhxvbmdkuebxUcoQ4qsCDx4MGMhZBosu74MhCcEejJ58dsNATOsdKXQYpA1KO5PxKx4cDSW1sZaEAV0CsCu73GYbVbiTBkvL+Fm9w6l1rgQltpDI4aeWY938sVRhWcLiQ7RgaTKOELfwUcpQZ+BoETzpFKIDNTj24lT0emGVw895ekYKcktrEemvhpbeCKLTOybAejuSruWsnvvzKL7b6Xzycz/qVOGULzefwav/ur9YgSOUMhYrHx6NxDDftncmHpF5oRoT39nUbPuf942k91obRJ0QevXgLnj9v5PILatF1xAfocMhRFCmJlkxv909HIPiaTLPm/1130iHLo7mT+5us6KGuIe/WoG9z07C+pNFLqvgdLGbhndF/7ggtxybEDGiCQhCpKms1rFFKwCw6fFx9DtPBPJbqa7W1OpHxqB7BF1XelJrVSUPvzAVGiVVbhKLlAgfRPqrsOS24UKHQpzENrzPvpk3GON7hAscDXFWTKAaYb5K7Hl2stChECcZTOZxzvgQaikuRT4N1yD7np2EEF+qxCs18cEa9Ijwwec3DxU6FEK8Sr9Yf+SU6mghBOk0fFRyXDkwFr/uy3No/9f+PWm9ffjp0e4Ki7hATmmt0CEIrqCiDsNeX+fw/pmvzYCMusO026G88nY/958HRtkkNLemstJcedTf37/dr0c857216Xhv7Wmbbf5qOfY9N5mqrTtI1AmhQQ3tmSghgBCg6TUEtWwhAHDbqAQkhftAp+fAg8f9Px5ots+kxZutt7uF++KSvtG4b3yyddKLuE6orwqz+kTh3yPnsT2jBHoT59LjX/bJdgDAI5O646FJ3Vx67M7OpiIukQyWMVc7I4RIi7aFBLURSSGYNzIBLGNuKR8ZoEaYnwo6vcnaDaJpBVDGWm3SfJu4T3Sg/VX/n1w/AEoZC5mMQbifCrFBmmbny6YqKOh8udrFA1vvXt0XgVol4kN8wDCA0cRBxjL0dy4CJo6nsStCCHGC5SOTfvJJk7GhcAFNektXUZUeVXUG+FFbRUIIIU6oN5qQV6YDA6Coqt7hZFAAmNQzAio5i1tGxrstPuIauZQQCpUDXUMmp0YgJdIP3SP8sP9smc1jHMcjJkiD2CD7lfWJrf5xQfjn8Plm22f3jUaIjxIqBQuVjIVSzkIll0EpZ6GQsegSrEGEvxoVtQbIZQzkMqah61jjHAORpsLKOptk0A+u7Y9hCcHUjcJJok4IrTeaADQOMBDizZp+Yc36cCv2PjsJobQC26uxLIMJKREAgLyyti/OTxdV45016dh3tgxjuoXh5hHxNHDrYlqlHEvmDQEAlFTX49216aitN2HZgXyXvcbwpBCXHctbMNSIR5IYUMt4QqRIrZBhwfQULPrvpM327Zkl2J5Z4rLXuXxALN65qq/LjufNArVKRAeoca6izmb7vT/sd9lrHH1xKnxVoh5+EK1VD4/B1PfMi7we+flQi/td2i8a71/T31NhkYvIWIbGriSKp2w0SeN5nn7tSZScZSBjAJ3BJHQopB0sn5w0wSpN2aU6ZJfqkLZwNb64cSCm9IoUOiRCCCESccmH23CqsKpdz117ohAAKCFUAk4WtO8cdyZBPkpkL5qJjzdk4K1Vp+zus+Z4IdYcL2z1OIcXToE/LcBp1ab0C3j5n+N2H1t+6JzLXmfz4+MRSKdCErKKazD+7Y0223pH+0NFRfOcJuoZmfTCagBARlE1EkKplSAhTdGEqner1Rtx89e7sSe7rO2dL7Lx1AVsPHUBfmo5rhzUxQ3Rkao6Awa+srbDx9n19ERE0EoX4qU43rY6NiFEOpQeaNcxq2+U21/DW/A8j8EJwfjroOsG2Jqa3TcaagdW1RP7DA5Wnb+kb7SbIyFtKanRCx0CIV7HxPGUjC1RRo6HiTcnhhLpsZw2jt5/ktYt3BcDugYJHQYhhBAJeX52Ku77cT/Kaw3tPsbr/57AkhvSXBgVcQW90bVdDzuLlpJBHfH8rFT4UT5Hm55edsTtrzE0IRihfkoY64xufy3ScecrdM22TXhnEwDg2iFxeH0ufYc4StSfQME+5pbxFbr2X1QQ0hkxjHnQm3iv6nqjw8mgPkoZ5A1l1JUNf4b5qaBWyFBvNEElp9UUHXW+Qofhr693eP+4YC2UchZyhodcxkKlkIPneew/Ww4AiApQ464xidQ6jXg1jqfWq4RIUXW9ES+1sKLXnttHJWB232hwPI8QHxXiQqiNjqcVVNY5nAx6y4h4zOkfA57nER/ig6CG3+zEfWZ9uLXZtvev6YdxPcIRoKFl7WJRWmtAEJ0PSaOrTmnyV8tRTxOXkmSpEGqicQ9JUjQsAHN04QoRpx/vGEYdyAghhDhlZHIoUqP8ne4CNKtPFNQKGeQsg8en9gC4ejdFSNrL0rmXAM/+eQTf7zzboWO8d3U/zOkf46KIOi+e53HT8K7440A+KnUGVNYZoTdy0Hfgd8bElHD875bBdh+rrLO7mYjMiKRQnHltBrJLavDgTwdwNL/S+ljPKD8BI5MeUSeEDksMwfvrTmNT+gVcMTBW6HAIEY1tT06AD60o8Uq/7M3FE78dduo5NXoTANsL+aziGuzOKsUVA2Px9pXUbrWjFE5WQjtbWtvq4+cr6rBw+XEsXH4c2YtmdiQ0QiSLZRhq4UmIxLTWQqclX23Nwldbs6z3/3toNHpG+bs6NNKCn/ecxZO/O74Ke8n2bCzZnm29T9cp7nWh2n7FyYd+OgiA/v7FJDpATZVwJYquNqWN4wEZVZiUpDoDBxMP+CppkbIUaRvOW2WdEeF06S45QRq5tWAAIYQQ4qy3ruyLZ/84gg2nLjj8nF1ZpVCwDBiGweb0CxiTHIQnJie5MUriLD9qa27lbMJzU0lhPljx4GioqbW1Qw7nVeD1/046/bxVD49BbJAGChkLhcz82UI6F5ZlkBjmi/+bN8SmK+vzfx3DhJRwxAZRYRFHiDqjbN2JQgCgZFBCYLsy54vNZ7Dwkl4CRkOEciy/ot3PvXxALGQsYDTx0Js4GE08Hp3S3YXReS9nE0IdtfgqStYl3othzBO8hBDpOJxX3uY+lklHnucR4a8GyzBgGHNltv5xQUgO93VvkMTGifNVbe4T5qcCzwORASpr5WYGwI3D490bHEGVnTZGgVoF/NUKLJieIkBEpCUsdfEgRBBGjqeEUImynDcTLQKUJEub2GCqFi9JZTojgrSU9EEIId7OYOJwoaqxUufF+VQMGPDgwfEAx/Hg+IbbPI+nZ/TEkIQQvLP6FIwO/BZu+joA8NO+87htRBcEB7riv4QQ11r/6DjkltZi9JsbnH5u5oUanC2tRaiviq6VHdC3SyCWzBuMosp6PPF72wWx/nlgFGSseT7hfEUdZCwDGcOAZWG342BUgJqSRSUuxFeFzNdm4Kllh/HL3jwAwKg3NuDlS3thUmoEogI0AkcobqJOCD2cXwGlnMWAuEChQyFEcLImX1ZLtmejUmfA4qv7CRcQEcSLl/bGi5f2tt7neR7f7sjBC38fa/O5v+/Pw9CEYPx813B3huiVAjQKa4Wm7OIajHt7o0uOO/+XQ5j/yyEAwKEXplBbUOJVGFDFJkKk5vMbBwEAVh0rwF3f7bO7T9MB4OJqPUYkheBkQRVKa/Q4lFdhU33SomeUP+QsA3+NHO9e1Q/h/mq3xO+NFl7SCwsv6YWvtpzBKytO2N3Hcs6Kq+sxIinEukr+0K+H8Nivh2z2DfZRIjpQDRnD4Mbh8bS4s4MSQ7UYmhCMXVml1m3ltQaU1xqweE06lu3Pg5xlsfJYgc3zWAbQKuVQK1g8M7MnLutP58HdCqv0yC+vQ/yCFRgSH4yf7hwGlpLUJOWWb/YAAJ6d2RO3j04UOBriKCPHo6zWgPgFKxCgUWDX0xOpEotEKGTmz8hNp0vx2HSBgyFOO3LOvKhowMtrrNvmT+6O20YlUFcriSirNWDoa2sxMy0aT81Icdtid0JIIwYArYMgYjL7w604WdD2QmF3CaL5LlFZfdHYkrf7cP3pdj93yrubbe5/f9tQjOoW2tGQOq1xPcIBwKGE0FkfbnX6+NcNjTMnjTJAZW0dlh8pAssyUMlYKOQsOJ7HsIQQvH1VX/jSbxlRkrEM3ryiLy4fEIurv9gJAHjur2N47i9zfszzs1Jx66gEIUMULVH/i96dVQoZy1CJakIAnCuvw+y+0Vh+6BwAYNmBfLw2N40Gur1AYWUdhr62ziXHon8v7pVRVIVJize3vaOTuoX7QkUtKImXMZh4yCmRghBJigvWwl8tR6Wd6oYXc6QFz4nzldbbS3fn4qFJ3ToUH2luQNcgh/Zr63yV1uhRWmNuc37o10OUEOoCM/tE2SSEWmQUVSOjqNruczgeqK43oroeePSXQ5QQ6gH55XXW27uzS/G/rVm4YwwlFUpBxEXtcl9ZcYISQiWk6a+FCp0BTy87QounJcJSpeVEQTU4jqckeokZ0y0Y/x23bRO7eE06ft2Xiy1PTBAoKuKswsp6fL0tC7ePTkB0IFXWIcTd6o0cdRUgovLk9BQ8vewIANtk5YLKuhae4To9wn2aVSQlwooP9RE6BFE4fq4S85bsdmkC/7tr0ykh1I4NJ4vw4+6z0Cpl6NclECOTQ7Ato+25Amf9uOts840cD72RAxpqV6w8VoCVLxTg4Und8PAk6q4qNhlF1fhtXx7qjSbM7huNg7llyC3VWR9/6Z/jlBDaAlEnhPbrEoiTBZWo0BmoKhrxeguWHbaZgE0I9aFEGS/hSLsFR+x9dhJCfVVt70jazdnVlLPTwhGsVWBfXhV0ehNYhoGMZVBv5DAsMQQvXtILSkoE7TAaWJAmGcuAp2XzhEjO7/vy8OhFVSMBczVtrVJmbuPS8H85y0DGssgpqUGt3tTqcR+d3B1juoehT2yAu0L3Wov+O4nPNmU22x7hr4KcZSGX2Z6vpgm6Lfn9nhGID9G6I1yvwvE8nv+rsRNAkFYBhYyFUt7w/4bbh/MqbJ43IC4Qn94wEAwAfxpL8YhQHwWKawzW+7P6RgkYDXFGbpnO5v4/D4wSKBLSHhdfP9w1NkmgSIiz9EYOADAkPpCSQSWopFrfbFuwjxJvXN5HgGhIR0xMCadkUEI8RCVnIaPvPCIi43uEY8dTE9v1XJ7nUW/kkPLcSof2f3pGCu4c03itXlnZ9tgS8ayogMaOTP5qUacQudXv+/NQWFnf5n4hPkqwDe3KZay5ZTnPA3lNxhgGdg3Ce1f3Qwxda9k1b8ke6+2/Dp5z6DksY547tMynm9vFM022wWab9XbDn1U6PfLKW056Twrz7fB/F3G9Kz/bjrJaQ7PtE1PCEe6vxqNTKIm3JaL+NL98QAye+6scO8+UYGqvSKHDIURQb13ZFyMXrQcA7H56IrXK9CIxgRprO3J7dHoTFiw73ObF0jurT+H1uTQw606z+kSjR4Qfdp4pQZCPEk/9fgRV9S1XR1t+pAj+ajkOL5zqwSgJkQaWZWCifFBCJCeuhSTACp0BFTrzj/Zrh8Th1Tm9afJfJPp1sZ9kaxn87Bnlj6V3DEWgVunJsIgdU3tF4tXL0mgSUYT81HIM6BKAL24ZKnQopJ2W3jEMw5NChA6DOEnGMogOUGH7U5OEDoU4iWtY/Dc4jhb7SBHbsPL24POT6RpRgroGa9Az0hef3TRE6FAI8SoMVS0gEmfieLy16hTWnigEz/NwZuj+tX9P4rV/T1rvPzw+HrcO7+L6IEm7Ne3Y60jXp87q2Zk9cVn/mDZbk5t4Hrp6EwwmDgYTj+4Rvlh6xzCEUGEmh21bMMGa+2KRHO6LSH819EYOu7NL4aeWW397NP3c6RMbgM9uGOh0p2lLMrq/v3+H4yee891tQ7H6eCHqDSZ8vvmMdft9E5IxIM6xzmfeSrQJoZaLCgBIi6GBIUL8mqzGmfDOJhx9kRLICJBTUoNxb290qHT90t25WLo713r/sxsGYlpvSrZ3tcnvOtcyvrLOiPgFK1p8fNuCCbR6jHglGiIlRJoGxwfDTy1HVSsDh0t3n8VLl/YCS+90UZjWu/VKhifOVyKnpJYm+wXAXjRh+NOeXDw1vScCtFT1U2yUMhZ6Eyd0GKQdLJ1X6PxJk5xlqPWqRClk5m4o9N6TJrnM/Nnpqq5GxLPUcrbNDg2EEPegbkhEykpq6u12mGmPjAu1LjkOcZ2iyparJnqL7ZnFuO7LXQ7tW35RtcL0wmrc+n97EROoRnK4Hx6YkGz9zUPsiwnU4IXZqXhx+XHrtoyiamQUVVvvtzTHsC2jBKcKqjAoPtjtcRLh9Y4JQO+GnMGbR8RjREMi8dxPtmPugBgwYJAY5oOBXYPQI8IPQT40j2Eh2oRQljG3/ZmRFkktKwgB4N9khUN1vRE6vQkapUzAiIjQtmcU47qvHLswtadS17y0Num4eSPj8c22bIT7qVBU1XZbAUIIIaQzyS6uaTUZFAA+vLY/tmeWWNtdK2QMGDBgGIBhgBAfFSIDqBq+p2w5faHVx5+flYpynQE7z5RAIWMhb2jBwzDmVkg9o/wgpwFOt4kKUON8ReOg/LqThVArZFDJWagVMijlLEwcjzA/FbU1EpBGKUNxtR5nLlQj2EcJf7WCqiBLhOXzK+tCNXpF+yPER0nVmyREIWOgM3A4VVCFUF8lArVKqqIsETKWgZxlUFJDY1NSZEmm33jqAnpG+cFfrUCAVgFfpZy+/yQgzE+JzRmlWH2sAJac3gkp4VDK6ZqeEHfieB4GSqQnEnGuXIfDeeUAGLCMecEqywJvXdEHj/92uF3HTIn0Q5BWCZYFbhoa49J4ScdpVaJNG5KMQ7nlOJQLAAXQKmWIClAjKczXmshGmjO2o03go5O7IyHMB9X1RmxOvwAZax6ntrSFZxnGprU80+S2rqYWDAMEGGRgwMDIcdAoZYgKoHw0qYgO1GDR3DQsWHYEALDrTCnyy3XN9rt8QCyiAtSIDFAjzE+FUF8VQn2VCPdTe1WOlWg/2avqjTByPBJDaUKDEIsHJiTjw/UZAICez69E5mszaKDbiw1OCMbobqE4XViNyjpDqyu7Vzw4Cr2i6YLTE16Y3QsvzO6FOoMJ765Jtyld7oz0V6bTQCwhhBDJ6RqixVWDYvHL3rwW93lg6QGHjvXTncMwLJHa97rbiKRQDE0Ixq6sUruPv/TPcbvbm2IZ4NiL07xqMMVT3rmqr011gvm/HGpx37XzxyA53M8TYZGLhGgVWJdeggnvbLLZ/uplvXH90K4CRUUcEeFnrhqwcPlxLGyoShETqMGKB0dRZWQJiA5Qo7LOiKnv2XbquGl4Vzw7M5V+U4uckePxy/7zSI7MxJ1jkoQOhzihZ6R5zuaxX1u+LhmeGIIPru2PMD9qmyk2WzPLAAB3frfPuu3aIV3w+tw+QoVEiFdYd6pE6BAIcdiIi9o4u8LJgirr7fKaeiyd19/lr0Haz5cSQjEiKRTZi2Y6vH9FrQF9X1pt97FF/5203t737CRqJd+CO8Yk4o4xiTbbeJ6H3sRh3FsbbRbJW7yzJt3lcTwxrQfuHZfs8uMS97hmSByuGRJnvV+rN+JsaS1e//ckNqWbi19szyxGUVV9i11lsl6f4RULwkX7yV5bb05s+mhDBu4el0RfQoQAeHRKD2tCKADoDCZ6b3gxhYzFd7cNBQD8dTAfD/10sMV9Z36wFc/M6InbRyd4xZebGKgVMjw1oyeemtETAFptC29PaY2eqqMRQgiRHIZh8OYVffHmFX0BACaOx/c7c/DC38ecPtY1X+y03qaFUO4jYxn8fNdwAOYBt6P5lZj90VanjsHx5gVrADB/cnc8OLGby+P0ViOSQpH1+gzU6E14e9UpLNme3eK+X2w+A01D1VC5jMWknuEY2JVaJ3nCicJqu9uf+eMoZvWJRoBGYfdxIrxwO4lK+eU6LD90DjcOj/d8QMQpPir7CxG+3ZGDy/rHoH9ckIcjIu1RXU+tq6UmxIEWfDvOlGDL6QuYOyDWAxGR9pqSGgGWYfDwpO5Ch0JIpzekawBySptXsCJEjL65ZTCW7j4LHubuMDzPg+N5bDjVepeZpsZ2D8P9E5LBcTw4HuDBA7x5DCk5iBYUi5FCxsDQjoqN3ipAq8CpV6ahpt6EmnojavWmZosVAVAyqJMYhoFKLsPGx8cht7QWMpYFx/PQGzmYOPNnEceb5x34Jre/35WDFYfPt+s1B9H4qaRplXKkRPrj/24dYrPdxPG4UFWP4up6nC2txb0/7Lc+lvDUv15RUE20mWQR/o0fjPf/uB9L5g1pZW9CvAPP216EUTIoOV+hw/DXHVup9+q/JzCxZzgSqZWkR6w7UYjb/m9vu59fVWeghFBCCCGSN+TVtSip0Xf4OKuOFWBGWpQLIiKt2Z1ViqubJOK2x+I16ZQQ6mIMw+DeH/Zjc3rrEy8XV+b9dGOmU5UNSPudq6hv8bF/j5zHtU1WrRNxqak32t1+9WA6Z1JwOL/K7vYwPxUlg0rITcOpkrLUZJXUOrQfJYOK3+rjhQCA4UkhuHlEvLDBENLJXajW0yIIIhnjU8IxPiXcen/9yULcusS5+S4Tx2NwvP0kq8rKyg7FR1yP43hKBm0HlVwGlVwGrVKG1/490ezxtfPHChBV56CSy5p1QtIbOdz/437rNWywjxKWEhLtnYO4rH8MhiRQQmhnJGMZRAaocTC33CYZ1MIbcq1E+19Yb+Sst28dmSBgJISIV73RBJWcVlF5q8N55XhpedstPAHgvvFJuLRfDCWDutmh3HIUV9dDq5R3KBkUAO76fh/WzR9LFV1dgKffsIQQIpjYII1LEkLv/WE/Pr1+AKZTUqhbhfi6pj3y1Z/vwDfzBkOrFO2Qg+S0lQxqz1c3DXJDJMRZ1wzuInQIpBXFNYZm2+ZP7k6txiUi40KN3e3/u5k+/6QkWOua6w/iOSV2Pjst3ryiD3pG+iMuROvBiEhHxQZphA6BkE5PxjII8aHOAUSawv2cK15yz7gkPDalh5uiIe6QXtS42C5IS59Vzlp1rADf7shptj2MqoO6DM/zWHWswJoMCpi7bXbUHwfy8ceBfLuPvTynN24cRgsYpaam3oj8ch3OltTi9m9t8zU+u2EAJvWMgFzmHeN+op2dUclZRPqrER+qxZjuYUKHQ4gofNSkXTwA5JbqkBxOCX7e6MT5Slzy0TaH948N0qJ7hF/bO5J2OX6uEjM+2OLSY5ZU68HzAOWDEkIIkapZH27B0XzXrfhfeayAEkLdqEJnwKTFzdsatceurFJU1RkpIdRFBry8pl3Po4Q24d0/PpkWeImcUtb8/EzsGW5nTyJGMQFqnCy0TQqNDdKga7CPQBERZwVq5GBZ+pyUGkUr52xUciiiAym5UCqyXp9B1yqEeEhCiBaZLSxmIUTsescEIHvRTPA8DxPHw9jwf72Rsztm8enGTHy6MRM+ShmOvTRNgIiJs1Ii/a23B1C3hRaV1+pxKK8CHMdj3pI9be6/Mb0Il/aL8UBknUNZjR4j31iPWn3zitosA3AeLgD0wbrTlBAqIUfzKzDrw60tPu6Nv31EOzvDMAwGxQdhX06Z0KEQIhrvrEm33j7+0lSaYPViYX6OryiamRaFkUmhOFtSi+hAtdesePCkUD8lgrQKlNW2XCGhJV9fn4aIkAAoZCxkLAOjiUe4nwpBPlQhw1V4UIlQQgjxtKKqOoeSQX+4fSjUChk0ChnUChZKOQuljIVCxkIhZ6GQMVCwLCUKeMC099pOBv3vodFQyVmoFLKG88RAxjLW6xgZw9C5coOLV7tfM7gLhiWGwFclh79GAT+1HL4qOdQN7yOVXAaFjPG6AS4hhfooUK4zYt9zkxGgoUoaUlLa8Bvu1ct64/qhNMgvNcENVbYOPj8ZgVRlUnKCtQqM7Uat+aSoss4IAFgybzAGdA2CUma+hqfrQOnQKFiceHm60GEQ4lXoE5JIhdHEgQfA8Tx43tyBjeN5LD90DguWHXHqWDV6E37ecxYsw2B232ioFdT1UgoqdM7PdXqLIa+tg75Jp+PWTE6NwAwqbuCU9SeL7CaDArbJoP26BGJYYgi6R/jajE0rZAzkLAs5y0AuYyFvmFuQyxjIWQa1tTWQMQz8/fzAsrAZz7b8yTLm7XKWpcX2EvP9zsYqvdcO6YIrBsYiNkiLCH/nqlx3JqLOJiusrEO4E0lPhHR2941PwscbMgEAqc+vwnOzUnHbqASBoyKeVlNvxPnyOof3X3HkPFYcOQ/AfPH5JbWOdLlwPzUOPD/Fev+5P4/iu53NWwPYc+sP9n9Ae+MqFXdhaLiNEEI8bk+WYwv7rv9ql9PH/vGOoRiRFOr080jrOL7tBRTT33euIvqU1Ah8QdeeLvfTnlz8tCe3zf2uGxqH1y5L80BExNJ2vO+LqwEA71zZFyG+SvSKDnBqMR/xPMtvrmf+OIpn/jiKj67rD7VchtHdQ6GS02Sl2C07WAAA6PeSuSrRG5enIdxfjTBfFXrHBAgZGnFAaa0BfxwqxO6c9di2YILQ4RAnZJXUAgBu+ca2KtLJl6dRoodE6Awc4hesaNdzX5+bhmuHxLk4IkI6vz055SjTGXGyoNKmEh8hYvLjrrN4+g/nkj7b8uTv5uMdza/Ai5f2dumxievU1Butt+l7vmVL5g3GGytP4VBueZv7rjleiG7P/IcPr+2P2X2j3R9cJ3C+QufQfgdzy3HQgXPQEZcPiMVbV/ShRW8SUmdoTCaO9NdgYFdagCrqhNDDeRWIDPDebF1CLvbYlB7WhFAA+HhDBiWEeqFeL6xyav8wPxUUrLlC0N1jk9wUFWnq5Tm98dKlvVBSo8enGzPxv61ZDj+3W7gvbh2VQMmghBBCJG1mnygMTpiIIa+uc/mxQ30pucoddiyYiC+2nMGi/0667JiUjOMap16Zhl1nSpFeWIV/Dp93eMDzx11nKSFUII/+esh6O3vRTAEjIW2pbTLpBQD3/3gAAHDT8K54iSYrRc900VoGy2QzYK5CPjKZFpCIFd9kIUp+uWOTfkQ8ckrtn7OU51Zi/uTuuH98Mk2ciphawaLO4FhlK3u2ZhRToggh7VCmM193ni+vo4RQIlojk0MQ6qtCWa0ePG/uvebA+mG7pvaKQIBGAZ4HlHIW8yf3cGmsxLW0ysZFPdszS3D5wFgBoxGvEUmh+Ou+UKw/WYjN6cUAAIYBKmoNWHYg3+5zfFWiTskSlfsndMP9E7rhr4P52J5RAiPHw8RxCNQq0TsmAIWVdTBxPBgARo6HkeNgNPEwmBpuc+ZqxlV1xjZfqy2/78/D7/vzAABxwVpsfGwc/cYRuabzRsXV9QJGIh6i/vSJD/FBSQ2dKEIsKnW2X14bHh0nTCBEULePSsBXDiYYDogLxLJ7R7o5Iu/GcTz+PXoetfUma2tynjdfiNYZTDCYHB9g/f2e4bRahRBCSKfxzB9HXX5MSqxyn7JavUuTQX+5aziGJNB1jSucPF+Fm77e7fTzaPGg52iVshZbWhFxiw/R2t3+wIRuHo6EtMe01DCsPH6h2XY5y2BwPH0HiVnTRbCbHh8nXCCkXab3CseWTPsdARavScecfjGIa+HzlQivpWTQZfeOwIC4IA9HQ4j36BXli/MV9RifEi50KIS0qGuID/Y+O6nZ9opaA/q+tNqpY90wrCtGdwtzVWjEzZq2404Ipeu4tkxIicCElAgA5nniL7acsbvfszN70ud+O1zaLwaX9osBYF5MqDOY8OXmLLy7Nl2QeMpq9YK8LnFO0/yZPw/k4+kZPaFRencHC1EnhE7tFYEPN2TAaOIgl7FCh0OI4M41KZMd6qvEobxyjOlOF9PeZMOpIoeTQcP8VNh/thzxC1Zg19MTEeFPFZfd4ettWXhlxYl2Pz8pVIu02MCGY2Xj801noDOYMH9yd/SnQVhCCCESNeiVtS5dhXnjsK6IC9bi661ZuGZIF2iVov4pKznV9UYMfGWty4730MRu2JdTBhkLWuzSQTzP49KPtzm0r5xloFbIMCMtEpEBGvA8j8Vr0mHiOExJjUTfLoHuDdaLtZQM+sLsVA9HQpxVWNX8u+qtK/ogzI+qUUuBvWRQAPjl7uFQymksWSqq6ztevYV41omC6hYfe2F2KiWDStT/tmRhfWgR5DIGChkLGcvgxPlKsAwDGctA1pDIbVkQz4Cxe7spjgcm9QzHhJQIMAzAwJwQzgBUYYl4nZMF1TDxwN7sUgyihStEAniexysrTjjVAc9iZHIIJYNKDNekFOzbq9NxPy2SdMiN/9uFLaeLW3z8lRUncPvoRA9G1LlkF9dg3Nsb3Xb8HhF+OFVYZb0/p180rhzUBWqFDBqFDBplw58KGQwcBxXr3cmFYvfZDQNw9/f7AQBV9Ub0f3k16gwc1s4fg+RwP4GjE4aoZ9H8G8qIn6+oQ5dgGkQgJCWy8YOquFqPt1efooRQLzM8MQS3jIhHbmktCqvqcDS/ssV9LzSZ2MosqqaEUDe5fmhXnK+oQ6XOgAqdAQdzy8HDPCFvMHEorm591VBmcS0yi2ubbT9xvsruSkxCCCFE7E4XVqFbuK9LE0K/25ljvX30XAUWX9XPZccm5nPmygqH7687bb196IUpCNAoXHJcb3Xd0Dj8uOtsm/sZOR7V9Ub8sjev2WMfb8ikCrtupJAxMFzcuxrA2hOFmDeSKrWKWXKYT7Ntj/92GFcO6iJANMRZNwyOxvd7zjXbvv5EEVW5kwC1nEWdkcPMD7bSd5TETE4JxXe77bfE/HpbFn33idwzU5Pw6qrMZttXHDnvltf7bV/za1MAVMCAeB3Lz4UrPtuBv+4bSQv2iOgdO1fZrmRQAHhuFi2OlJqymsa5zFfm9BYwEmm5ZnBcqwmhpGPC/VUYlRyKrRmNf8fJ4b4oqqwDDzR06jR/wYb5qVBnMNlsa0vTZFAA+PPgOfx5sPkYg0VKpB9WPjzG+f8Q4hHTekch49XpSH7mPwCNnRGe/fMofrpzuJChCUa0CaE8z1snPIJ9lAJHQ4g4vPTPcZv7398+VKBIiBDKa/W46evdOJxX0eI+g7oGoVuEH4J9FEiLCUCYnwoR/mrEBlFSvSu9v/Y03luXDgXLQu9ES/iLqeUsNEoZAjQKxARpEKhVIkirQKS/GtcP7erCiAkhhBDPqK43YvK7mx3aN1CrgJxlIGfN1WfkMnPlGRPHI6ek+WKJuGAtJqSE48GJtELdlTKKqnHZJ9vb3O/i86VoOF+ZF2rs7n/bqAQMSwyhZNAOWnWs0G4yqI9SBoWchULGQiljrZWczPfN1ZYO5VVAo5Dh3nFJmNgzwtOhe5WLB5pXPjwaMYEa+Knp37/YXVyc7O/7R6JHpHdWDZCivWdtx0e+v20oekb5IcSXKrxKwaCuAdiaWYY3r+gjdCjESYaLxsK+vXUIgn2UqDdyGBAXKExQxGEpEb4295UyFgyDi6qAurd678y0KARq6TqJeJdL+0Tgr8OFAIDoQI3A0RDStt4xAfjk+gE4eb4SH6zPaHE/P5UcVQ3fGWF+KvA8j+u+3AUTx+OqQbF4ekZPMAxVhRY7/ybjdybOsWQ6b2A0cdhyuhiVdQYoZSyUchYsy4DjeBg5HiwDfHhtf5g4HnoTh4KKOixeI0xbcykrqqxDTmktjCYePM/DxPPQGznoDCbM6R+Dqb0jUV6jR1mtAcsO5KGyrvl16gU7HWBaYxnbtiQNOuKSftFOvQbxDI7j8cTvh+0uRPv8xoGY7MXj4qJNCK03cjhTbJ5Y8lGJNkxCPIbneXyzLdt6/+iLU+FL7w2vcjS/stVkUADYm1OGvTllNtvuGpOIp2b0dGdoXufdteaL+Y4kgwJAnZFDnZFDWa0B2Rclvviq5LiFKioQQgiRmN4vrHJov61PjqcFKyIxafGmNvf5+c5hGJoY4oFoSFPHC6px9/cHbLb988Ao9I4JECgi0hJLhd31j45FYphv208gonG+wjxhMDI5BD/cPkzgaIizksN8cLKwBr/fMxwDu1LrVak5nF+FS/tE4CqqyCs55xo+Ox+d3B0P0GItyXl1VWNSz5uX98FVg+k9SIgn1BlM6BqswaYnJggdCiEOm5EWhRlpUZg/pQcA4FBuOX7dl4vN6cU4W2qe06pqsoDg4oSsL7dk4cstWdi+YAKiAtSUGCpiTec7X/j7GG4eES9cMCKyZHs2Xllxot3P/5GKe7WpzmDCkNfWtfv5t41KQGqUv7m9e0OLd61ShkCNEmolCzlrXkgvZxnUVldDxjIIDPCnz6NOJL9cZ5MM2jPKH9cNjcPVg7pAKWcFjEx4os0mUytk6Bbui9NF1TBxPGQXL9knxMtc/KXU+4VVNGDjZUZ1C8WB5ybj/XWnceBsGeqNHOoMpmaJhBf7fPMZ3DEmEaFUIcNlsl6fgap6I+r0JpTVGnCyoBLvrzW3RjVfVJorZx3Jbz2BtzX/HD5PCaGEEEIk55PrB+DeH/a3ud+oNzY4ddyki1r6xgVr8d41/an6pAu8fGkvPPfXsVb3ufqLnQ4fL8RH2azaz5tX9KFEnXZIDm2eND3rw61OHUOrlGH7ggkI1FLnFXeq1ZsAABPesU2w3vnUREQGUCtUMeN4c+WTbRkliF+wAn1iA/DjHcNoAa5EZDWMh1z+6Q7rtm/mDcb4HuFChUScUFlnxF+HC/HmVSao5DKhwyFO0CrN5+udNel4x04FpH8fHI3UaH9Ph0UcdLKwscL/E78fxhO/HxYkDmqZTbxNuc6InFId7vh2L967uh8VQyKSsPZ4Id5YeRKWKer0wup2HWfEovV4aGI3PDK5uwujI67kR59Jdl0zJA55ZTpszyzG+fI6mwRoR1z31S4smpuGa4bEuSlC6VPJWSycnYqlu3ObtXB3xP+2ZrkhKnNX1iW3DqHxIRHieR7ZJbU4cb4S58p1yCvT2Tx+1aBY3DiMOrECIk4IBYDTReaLis2nL9BAHvF6PN+8PPuCZYcpIdTLZJfUYMn2bKefx9n590Paj2EY+KsV8FcrEO6vxtT3HGuN64znZ6e6/Jjeigf9+yeEEE+Z5Kb2Gxe3Jc+8UIOdZ0owtVekW17Pm8zuG91mQqgzSmr0KKnR22x7Y+Up/HLXcJe9hrdQyllcO6QLlu7ObfcxavUm1Bs7VtWetC06QGWtltZUrd59rVaJa1zcCk9v5OyOvxBxSo30xbHztpPSJdX6FvYmYtL0fVZv5CghVGKK2mjHWFln8FAkRMo2nCqihFDiVXZllwMA1hwvxIWqekoIJZIw/5eDdlszOyvMT4XZfaNcEBFxl483ZLS9kxfyVclRoTO0OxkaoG7IbWEYBtX1xnYlg7rT3pwyFFTokBzuJ3Qo5CIfrc+wWZjoo5She4Qv0gurcf3QOMyjgltWov700SjMA0HDEqg1HSEXVwjdtmACQnyoyou36R8XhKV3DEN+uQ4mjsOTvx9p8zlvXdEH4X5UlcZdKmo7Psh96PkpCNBShTNXo3L/hBDieQoZgx4Rfg4P4DwxrQfGdg8DyzCQsQxYxvz5zTZ8hhtNHOx9nKvkMnQJppbzruDMKufHpnTH+JTwhnNlPl9sw/kycjzQwiKMuGAfu9tJ2+YOiG0xIfSfB0YhQKOASsFCJZNBpWChlLFgqcOKx1mSQV+6tBduGNqVzoGEqBWNSWgnXpoGjZKS0qQkq8RcBeLSftF44/I+NueTiBvDMAjSKtAnxg/+ahoPkZr88joAQGyQBpsfH0/fexL2zwOjoJKzYBgGTMO1PQNYbwMAy5q3sQ37MAzAwHZ/1rzR+nuu6f4AIGMZyKzPp38vxLulvzLd69uXEunY9fQk5JbVwsTx1s9/jufx/trTWHmsoM3n//vgaMSFaKGUsVDI6PNfzLpHUNJbS+4bn4w/DuRb72sUMugMpjafd/TFqVRd0kETe0bg2x05bS48a8uSeYOhVshsxq4bbzPQ1dZAxjLw8/OFzDIf0TAnIWPMtxUsax5rbbhGJuITH2o717DhsXEI96dcGHtE/Qnko5JhTPcwGowlBMCJ85U292MCNQJFQoQ2PKkxST5Ao8Dd37felnVQPLXndKcArQK/3zMC765Jx9aM4nYdQ6ui7zl3ogI/hBDiOQv/PubUat4RSaHoFR3gxohIW17657jD+45IpvPlaTd8tavFx2KDNNQKXmSe/+sYbhoeL3QYxAn6JhV088trqfKDxOw9WwEA+OvgObw+N03gaIizDCYO5S5YZEs8z1J9PK9MB53BRFWPJKxWb0LvGLq+J8QTJvUIQcaFWkoGJZKiUcrsJgp+duNAXKiqx+BX17b6/BkfbLG7/bNremNEYpBLYiSuMaVJF6YADS3Yaio53BfZi2aC53nszSlDpc6Akmo9nvj9cKvPe3dNOp6bRd0g25JVXIPrv9qFCp0BagULhYxFVTsrE9+6ZA/OvD6zxccrG9Jt/P1923V8Ijy9kcMDSw/YbKNk0JaJ9pd6ea0exdV6WiFMSAO2yQqEe8YlCRgJERNHql+Mf3sjshe1fPFDOm5g1yBcOSi23Qmh3Z75DwCQGuWPpXcOox9bLkLrtgghxLN4nsf/7chpdZ8Pr+2PpDBfdA3R0sSxSHzbyjm7a2wiZveJRpdgLV2fCIDj+Wbt3g8+P5mSQEUoJcIHxdV6bHxigtChECdZ2h++Mqc3JYNK0JX9I/HrgQIceG4ytEq6rpAand6EQXGUiCZFCSHmSv3/PjiaruklKDHEXGji4xsGoWeUv8DREOI9mlbNJaQzCPNTtet5QVoFEkOp64+YVeho0dYlH23F4bwKp5/3/jX9UFajB8cD1w6Jc0Nknc+XW86gtEYPADBxPOoMXBvPaNmY7mGuCouIVJ3Rtjqvn1qOI3kV6B3jTxVd7RDtr3VL1ncQTXQQAgDoHtG4UiGNVu16tS2nL+CP/fkN7VSBqwd1AcuixVaSxP12ninB5vRizO4bDYORc6hVhj3Hz1cir6wWARp6j7sSFQglhBDPaKsi895nJyHUt32DxcQ9OK71k/bU9J4eioTYY7ro/MwdEEPJoCJVoTPCXy2nVmASZOlK5ENdGySpRm+eCPBV03tPihRyFroOTPYR4ViS6X/YlYNXL6PqvFJj4oFgrYKSQQnxMIahTlakcymoqHP6OVcNisWbV/RFZWVl2zsTj6qub6zI+NKlvQSMRBxSo/wdTghVK1iM6RYGI8fjt315MJg41Bs5fLsjG29f2Zc6ebZh3oh4/LjrbKv7XD4gFhkXqvH8rJ4Y2JX+Pr2Zv1qB7EUz8eyfR/D9zrOoqjNi9kdbAQDHX5pKi4UvItq/jdggDeQsg8o6WoFACACbjPZ7f9iPrU+OR2wQraDyJpV1Bjzzx1EsP3TOqedNTo1wU0SkzmDCi8uPY+nu1i9U26KUsTi8cIpDFV+J42ghECGEeBbLMsheNBPxC1bYfXzQK+Y2UvYmQf59cDRCfJXgeN76GA9z1VHL/dggDa3ydDGWZXDy5WlIeW6l3cdbOpfbFkyAjGHANZwcy7kCzOfWX6OgiqIuoJDZthJctj8fy/bnN9vvsxsGYEpqJFiW3h9COV9ZDwCYtHgTvrttCKICNAJHRBylVZjfZ4/8fAipUQHoEUlVQqXkQrW5iki3Z/7DX/eNRN8ugcIGRJxSZ+CwO6dc6DBIO4T7mReo/LDrLLqGaHHnGOpmJSU5pTrklOow9q0NUMhYsAzAgAEP828v6+8wALjovvlxHlyTXG6uye8Ajudxz7gk3DIinn67EXKRyjojskt12HL6AkZ3owpmRDpyS2tx2SfbUVxd3+Fj/bI3D7/szcOux0dAQ/NholJnaKy6155k385m0eV9sOjyPnjopwP462Dr8/J1Bg6rjxfafezD9Rn4v1uHuCPETqNbhB+yF80Ex/FIfPpfu/v8vj8PAHD5pzswq08UlDIWLMtAxjBgWXMBrbwyHTKKqqGUm69v5ax5HznbuA/Lc2AYBjKZ+fOHh7lq8auXpVEhC4l5ZU4anpreE71eWGXdlvr8Krx2WRquG0rVeS1EmxDKMAwUMhZ5ZbVCh0KIaEQHqHGu4SLsqy1ZWHgJrdDxJn8fPOd0MigAzOoT5YZovFedwYRHfzmEXVmlLvkBDJhbCGzLKAbTMACbHO6LLsGU8E0IIaRzslcRY8YHW9p83p1jEvH0DKpY6Wr7c8qcfs7IRevb3OfQ81MQoKWk0I56ZFJ3vLs2vdV97v5+P24e3hUvXtrbQ1GRlmQUVSO3VEcJoRJS26Q64YnzlZQQKjF7chorthzOr6CEUAnKuFALnucpcUxiThRUW2//vCeXEkIlKqfEPXNvLy4/jrkDYmmBGCEX2ZFVDgD4cF0GJYQSSTmaX+GyuTAAmJgS3mwBLBFevbHxt/EnGzPxxLQUAaMRh3qjCVcO7IJrBpuTy5iGpMPHfj3U5nPjQ7T43y2D0ZXmeh1WWqvH7aMS8NXWrFb3++fweZe/9sSUCFw1uIvLj0vc65/DzfNmDpwto4TQJkSbEAoAccFanKcVCIRYnWvyfnh+VqqAkRAhXD80Dj2j/FFnMFlXY/M8cNPXu+3unxLph5fn9EaEn9rDkXZuZy7UYMUR115s3vPD/mbbXpidCpZhMKd/DA2gdhBPvXgIIcSj7h+fjI82ZDj1nFBfJViGsS6OsOQEMDAvFpSxDK4aRIMy7jAkIRgxgRrkl+scfk6Yn8paSejicwWYFyRR+17X2Hz6QouP+ark0CplUMhYXD+sqwejIhcL1ipQWmvAgecmI8hHKXQ4xAlGzvxb4e6xSZjTP0bgaIizpqWGYeXxC9j19ERE+NPYh5RYfqffMDiakkElKD7EPLH9293DqQWmBPWK8kVWiQ7f3TYUDAOwTEPFpIb3IsswYFnzn5ZrfJYx/8k0PG79DdBku+W5vmo5fFX0W4CQi03sEYKMC7X47naqFEekZXpaFLJenwG9iYPeyMFg4mFouL07qxSPOpAcZ3Hz8K64Y0wi5Kyx7Z2JR8UE0sLWiz3+62H87WShJj+VHP88OAoxgRrIKfHZIScLKnHP9/uRVVzj0P4z+0RBLZdBxlquW83Xqv8dKUBJjb7V5942PBYjEoOg1fqgoR4+AjVKpEb7d/i/g3jW2ZJaPPn7Eev9b24ZTAW37BD1rzKO5xFGpXkJsYvaAXofhmEwsGuQ9f5v+/JaXYV0sqAKV362AwCw7tGxSArzdXuM3iA12h+Hnp+CeqMJDMNY2ySZeB4mE4/j5ytw9/fNEzyd9eLy4wCAtScK8d1tQzt8PG9En5KEEOJZFbUG9H1pdbueGx2owS93DYea2kV51NmSWox5a4PTzxvUNQif3jDQDRGRixVVNV8k++vdwzGYki9EpbTWAACUCC1BAQ3nzI/OnST5KM3XDSo5TbRJTUMutjUBjUhLYaW5Slh2SS0lhErQsfPmCq95ZbW4tB8thiDEU3ZklaNWb4JKTuMeRDoGvbIGxdWtJ1g54/925ODH3Wex78lRLjsmcb0pqRFChyAK8yd3x44zJbhQ5XiF3Kp6I8a+tREAdU9y1K3f7LEpitaWFYfPY1hiMH66c7jN9lfmpLX53MrKSgCAvz8lgEqdXGY7ljBvyR4A5qJ6QxOD0TPSn/KpIPKEUF+13Kk3PyHeRG/koKQBb6/mTNXIMD9Krncl8wW8/b//uBAtshfNxN7sUlzRkJDrjNggDUYmhYJlAYWMxb3jkjsYLaECoYQQ4hmmDnzgHs6rwKg3NsBf0+QnKg8Mig/Cy3N604SJm9QbTe163n9HCzDxnY2wOeM88OF1/dErOsAlsRGz1y5Lw43/s+0IcOVnO8AwgI9SjgCNAhxv7hwwOTUCT8/oCY2S3i9C6fbMf7h2SBc8PKk71HIZDfxLgMFkbov31qpT2HiqCO9c2Q8hvkr4UGUzSdh0ugQA0O+lNRiSEIx3ruwLrVKGYB8lVZ0UOVnDxMy3u/Px4mV96XxJTG65ec7msV8P4astZ/Du1f0QoFGAYczJvtEBajqnEvDQTwcxOTUCGoWMzhchHlCrb9/vb0KENCwxpMPtmfvHBSItxjxWxAC4llr5it7+s2VChyAK8aE+2PLEeDz351HsP1sGpVwGljHnaPio5DiYW97q8+f/chD/u2WwZ4KVsB/uGIa/D55Djd4Io4mHQm6+LjWaeBhNHPQmDkt359o8Z+eZUjy17Aj0Rg6/788DwwAKloVcZu40ppCxkDf8KWMZ620G5jEgHixm9YnC/ROS6TpYoqIDNcheNBMZRdXYcvqCtdDWS/8ct9lv65PjEROo8drzLOrRza7BWuyjLxxCrFY9PAZT39sMAHhvbTqemJYicERESJNTI5D1+gysOlbQYkXKcD8V/rxvJPzVNBHpaYPig/HVTYPwwfrTOJxX0eJ+cpaBRiGDTMagb2wgXpnTm8qZu4i3XtwRQohQgn2UyF40E4C5DWjCU/869fzi6noUV9uuuD5TXINtGSX47+HRdD3jBt0i/KznbPWxAtz53T6Hn5t5oXkbn5kfbMW3tw7BmO5hLovR243uFoaHJnbD++tO22zneaC63ojq+sY2a9/tzMGy/XnoGeWP96/tT+2+BLJ0d67NQPWwxGA8PjXFptsDEQ//JpVB92SXWasmJ4b54L5xybh8YKxQoREHFNcYrLd3Z5Vi9JuNVa+HJQajT2wgHp3SnRaWiNz2zBKMTA4VOgzihCFdA7Ah3ZyQfbKgCtPf39J8n4RgcBwPI8fj3nFJmNIr0tNhEgekPr8KADAhJRwmjgfHm/9v4ngYTDwmp0bgrjGJNMZGiAsEaxUorTWg3khVQol0fHTdAHx0HXDmQjUW/XcSPIA1xwtb3H/eyHjcPTbJuvhHIWPtFrexVOkj4uTKqrBSp1bI8NaVfVt83GjiUGfkUG8wod7I4YN1p/HTHvOY0LqTRRj48hrse26yp8KVpIRQHzw0qVuLj/MN16a/7M2z2b72RKG1eivPA3oTB2fWXpxaU4UJPcOpuIHEJYf7IjncF/NGJgAAzlfosOLwebyy4gQAYNQb5nGiQV2D8MMdQ73uGkzU5QXjQ32QV6ZDaQ196RACAEfzG5PK6o2cgJEQsTiQW95qe/KiqnpklzSfrCfulV1cg5eWH8ft3+5tNRkUAIwcj6p6I8prDdiUfgHbM4s9FCUhhBDiPjkltegd45rWK/nlOhxt4/uUdJyrCmq/sfKki45ELO6fkAyFzLFJ+Bq9CXtzyvDdjhw3R0UctfNMKeb/clDoMEgLtC1U1D1zoQaP/noIHEftBsRM3kr7r51nSvHF5jNIL6j2YESkPaiytfQ40rVod1Yp9uaU4WBuuVOLjogw1p8swqb0C9hyuhjbMkqw80wp9uWUYdF/J1HVZAESIaT9SmvNC1kyiujahEjP838dw+rjha0mgwLAmO5hiPBXI9RXhVBflVOdDom4mOi3sEPkMha+KjlCfFVYvCbdmgxqUUJ5Th3GMAzevKIvfrnLtkW8JRm0I2j8tPOJCtDg9tGJOPHSNLx4SS/r9r05ZV75uSbqCqEpkf7geeDA2TJM7BkhdDiECG7xmnTr7QcntrxSgnROtXojbvhqF/afLW9z37SYACyZNxgBGgXkMlHn/kvWjswSXPvlzmbbVXK2XQnbS+YNRv8uQdRWkhBCSKfw2r8ncDTfsdX+43uE4aFJ3cEAYBiAAWP+kwE0ChkCNAqE+KrcGzDBXQ5O1N8wLA5XDOwCtsm5AgClnIVGIUNkgNqNUXqfmnojxr+9EQaT7YDVK3N6o3uEH2QsYz4XDGN9D7EMg9Qo1yRkE+csmpuGyIY2uQzM54JhgN4xVG1ArJqOBS+ZNxgsw5j/zwLJYb5gW0k4JMKLCVQjp1SHCSnhuHF414bz1/DeAxDur0JyuJ/QYZIW9I3xQ3W9CQPiqIKy1FTqGqvzfnPLYOv1R9M/GZjfjwo5i+RwXwGjJa25bmgcxnYPg6zhu0/GsubbDecuLlhLnRoIcZFpqWHYmllKlciIJBhNHE4WVFmrRt81NhE9Iv2gM5iQXlCFvTn2O7zO+2YPBnUNso4VMWAABmAZ4JU5aXRNIHKDuwZgT455UX55rd4rxmNNHI89OeXQaOsbrofMLcc5zvxvv0JnwMM/H4TexOGhhtwMSxV8E8/DZGr4k+Px2768Zsff/fRET/8nSRLP88gr0+FcuQ61ehN0BhN0DX/WNVRffWvVKbvPTQ73tVls8ezMnkiN9oesSYV7y9BPbY25iJbWxwcsw2BAXKC7/pOIQPZkl+Llf443K9i15Ynx0CpFnR7pFqL+L7asDl52IJ8SQonX4zge+eU6AEBMoAa5pbUIoEklr1Jea3AoGRQAjuRXYOAra+0+du2QLnh9bh8XRuadtmZcsLu9tWTQvrEB1n0MJnMLAb2Jg4kDHlh6AAYTB4OJ79AKlQcndsP8yd3b/fzOiPe+BT+EECKo8xU6rG6lYsC1Q7rAxPHmQeEGS3edbbafZcxm46kLKKiss9keH+KDb28dgi7BWtcF7sU2pdu/rgGAuf1jIJeZE6QAwGji8fMey/lqmijF27TJtvBVyfH8rFRcNbiLCyP2Hu+tTUdRkxXvagWLuQNikV5YhcwL1ZCzDGQsC5YxJ7ZZ2igt258Pjuex5nghZCyDuGAtgnyUeGVOb6rQ4QYyBjDx5soPChkLP7UcQT7KhokwSigUs3MVjd8vZbV6BGqVGBQf5JWDxFI0KC4AOaU6xARqUFajh79agaRwXySE+ggdGnHAiYJqTEsNEzoM0g5V9eZejKlR/jhfUYexPcIQE6gROCrSHnKWQaXOAKWchUrOQikHGJYFD8BkMCG9sAqnCqrAA+B4HjzPg+PQ0FrefO3J8QAP8zUo33Dbsg/PN9kXTZ7DmW8H+yhxab9oul4iXoHnedQbOWxKv4Ax3ULp3z0RpXqjCc/+cRS/2klsc1RLyaKfbcrE26203ibCMidGNiZQeUMyKAB8sjkHX25vPp5pz3trTzt9/KziGoT70+L5tiQ89a/Tz5nWKxIxQRqwDDAhJdy6KK20Ro/tGSUNBSdsF2zr9fVgAPhoDZAxDA7llrd4fB7mxF+jibfO3989NhGBWmW7/zuJe+mNHK78bIf1/qSeEZiRFonJqRHw89JFbqIe3Vx3wjyJeMPQrgJHQojwmlalyC/XYdaHW/F/tw7B2O40cOotogM1yF40E4/8fBB/HMhv93GW7s6lhFAXeHxqCh6d3ANfbDmDRf851hr1kAfa3X6w7jQlhDagMTVCCBGGrI1qavaSBp3B8+bBtM2nL+B6+q3oEmGtDPIu68B1JwBU1xvxwt/HKCG0nS7pG4Mvt2RZ79cZOPxoJ4G6LWdLawEAQ+KDcOPweFeFRxpYCrheXK3gqekpuGtskgAREUcFNenQ8MjPhwAA/boE4s/7RgoVEnHChWpz+73vdubgu52Nrd42PT4OXUMoKVTs9CYeWzLLwPM8JcVIjK/KXMjj+PlKPP3HEfir5Ti8cKrAUZH2+FYEbTJlLIPZfaOFDoMQt1t1ohgAcPPXu/HNvMEY3yNc4IgIae7MhZoOJYO25OtbBmFUMs1ni1mN3mi93SfWewpSXTc4GhnFtdBz5qRYjgOMHIfqeiPSC6vbPkBbx/9qFzJfm+GCSDsvvp1VfVYeK3BxJG3LL9fhw2v7e/x1iX08z2P+L4ewJ7sUeWU6m8em9orA5zcOEigy8RB1Quig+GB8uyMH+8+WYXhSiNDhECKoUwVVNvdvH5WAIfHBAkVDhLTi8Hmn9u/XJRD55Tr4quQY0y0Uj07t4abIvA/LMg4ng7bm0cnd4auWo3uEH9QKFiq5DHIZAznLNlR9Mv9fzprbFcit91mwLMx/Nqx0IoQQQoT2w07nk9WuHtQFyeG+dttN/rYvDxlF1dAoZFDJWdwyMh7XDImj1oUu9Pp/J5za/55xSQjWKq3niWXM10WHcivw+37zxEH3CF8khfnixUt7IZhWTrdLelENrvhqf7PtM9Oi4K9RQCljoJSzUMhY65+WFvKWttc7zpQgMcwHI5JC4aOUYWBXasvrTolhPugTE4DqeiMUMhZXDIwVOiTShoLKxgq8s/tGo7xWjyenpQgYEXFGrd5cpVCjkGFKrwhU6gzoHxeE2CCqIC52PM9DzjIY1y2YxjIkqGl3nDn9ojGrDyXzSUmXIDVyy+rsPuarkqNnlJ/NbzLb2+bxx6Z/2tvHfN+yDS0eLzJAjem9Iz38N0CIsOZP7o6x3SgxjohTzyh/7H56IirrjLA0WTZXe4a5653RhK+3ZTs8TzmnXzTeu4aSp6Sg6Tjrxa2WO7MQHyXevyIV/v7+Ntv7vbTa6WOF+qrAMrB2+gn2UWLd/LEuibMzK681uOQ4o7uFwl+jaJxXZxhr1yvzeCkDg0EPlmGgVJrHqlv7JcowgIxloWiYr1fIGdwwjIpTiMkzfx61KaI2rVckQv2UeGxKD6rk2kDUCaH+anN4x855z5cOIS2JbFJO/JFJ3fHQpG4CRkOElP7qdDyw9ACWHzrn0P5Pz+iJIQmUPOwuC2enYuHy4x06xjtr0gEAD03shkeouqfL8aCe8YQQ4knDk0Lw/rrmLXRm942Gosnihsen9nCo/dBNVM3Q7VKj/bHldHGz7XP7x4BtGEC7e1xS2y14hwPvXEXtv1wlOax5QpOzXSJuHZXgypBIC+KC1PBRyfHfwzTQLzVcw0+FT68fgOlpUcIGQ5yWEKLB8YJqHF041aazDpEGhgECNbTAR4r8VOZ5m3WPjkVSmK/A0RBnWaorL5k3GOOoQiEhHjOpRwiySnR4cCLN7RFxC/dXI9y/5ccLK+sdTgiN8Ffj4w0ZuHVkAjRKmYsiJMS9Moqq25WkWFxdb3N/0dw0BPlQUlpbfNXOpaz1jQ2Ar1oOH6UcyeG+eGhSN6jkjn2+VFZWAkCzBGAiPRzH23TROvTCFATQ+EIzrNABtGZ7ZgkA0MUxIQBKahovIt5dm46yGr2A0RChOZoMGhesbXvinnTIzSPisfnx8R0+TkqkHy4fQBWEXImmAwkhRBjL9ttvLbX80DksO5CP3/bl4ac9uXhg6QEPR0Za8sd++23hLefr5725uOyTbR6OirAMg0cm2S4Wuvnr3Vh7vBC6hqp4RBzOltXhREE1CivtV9si4mXJITxxUVcWIg25ZXWo1ZuatQYj0mDi+IbqU0RqLBVCv9uRgwqdayr6EM+pM5jP35G8ina36CSEOI9lGHrPkU6Bc+Lf8eebz+CtVafwzupTboyIuMp1gxqrvnvz51ViqA9uG5WA1Ch/6//b4/f9eTBx3vv36CiFjMWRhVMc3v9QXgW2ZZRg9fFCfLIxE9szStwYHRGr1/617Xg2/+eDeO3fE/h2RzZWHyvA8XOV4Oj9J+4KoWdLagEAMmobQwi6hviAZRqrV/R/eQ2OvjgVvipRv42Ji1XVGZC20PEy9Xojh5kfbAHH8yiubj2JWClj8ds9w9EnNrCDUXqHG77aha0ZzStptVd6YRXGvLXBqef8fOcwDE0McVkMnZUX/24lhBBBPD41BSXVeqw7WdTqftszSxC/YAUu6x9jM8hYqzdh9fFCh1+PYQBfpRx/3DcCyeF+7Y7bm/14x1A8tewI9mSXtbhPea0BaQtXYVLPCJvztS2zBBeq6lt8XlOW3zPXDonDq3N6UzU3B0xOjcC7a9Nttt3+7V4AwPTekbAMl1hOCc8DK48VtHg8OcuA43lwPPDBtf1xSV9q8epKQ19bh76xAQj3V0NvNLfT23mmFADw8KRueGBCN8jo372ohDRU6/hg3Wl8szULabEB0BlMOHC2HABo3EXkDuWbq3uMeWsDJqSEQ6uUoc5gfu9ZKl9f1j8Gb17RBwqZqOsieB2GYcDxwO8HC/DyXCO0SnqfSUmYr/mzc8n2bCzZno0h8cGoM5pw/FwljG1MuiWF+WDZPSMRoKXqLUJ7Z026tWtRcrgvGMDayh0wv08t2+xdcwLmZsIXJ4zwfGO3Hnv7WffmG283fczyfI4zbzdyHHjeXDjmRuoeQSRMZzDhTIkOl32yDa/M6Y1e0QFCh0SIQ+oMJmxKv4DHfz3k8GKeMd3DMLhrEDgekMsYzBsZ794giUv8uLexGBHjxfk5LMvguVmpNtv25ZTh8k+3O3WcVccK8cveXFw7JM6V4XVKvio5LusfY9P+21HzluzBJX2jIWMZc5t3xtwenmUZsAys7eIZBtDrzbkSSqUSDCzXvObrz2UH8ppVhvVTyZEY7gue5zE0IRhPTkuBnMYWROGusUn4Zns2ukf4IVCjQFZJDbacLobexNnsNyIpBFEBGshY4NlZqfBXe9fvUFGPtBg5DlEBanSLoEk9QmQsg20LJmD46+ut295edQoLL+klYFTE01RyGYYnhmDHGcdWuxQ4UaFGb+KQXlhNCaEOumJgrEsTQtuzSOVkQRUlhLbCm3+wEkKIkML8VPjfLYMx9d3NOFXYdsW19gz0NMXzQFW9EZvTiykhtJ2Sw/3wzpX92lycUlVn7ND5slzvLN19Fs/PSqV2YQ5ordr/f0dbTvxsSdMkjc82ZlJCqIsMigvA3rMVAMyVCoCKZvu8t/Y0+nYJxHhqzSoqgZrGodGqeqO1W5HFDztzcNfYJE+HRRz0wNh4vLn2DABgfQsLUf44kI+JPcMxqw993omNnGVg5HhsOnUB09OihA6HOCE5TGtzf3d2qcPPzbxQg8KqOkoIFZmMomqhQ2jTc38do4RQImlbMs0LMA+cLcfS3Wfxypw0gSMixDHXfLETB3PLnXrO5vQLCNIq8NYVfaGQMTRXQyRvYNcgZC+a2Ww7z/OoN3LIL9dh4jubmj1+4nwlDCaOFii2gWEYvHt1P7x7dT+b7TzPQ2/iUFZjwLDX17X4/L8d7KzqrKp6Iw41fP4dzqvAtUPikBjm65bXIs4J81Mh87UZNts4jkdxTT3OXKjBPd/vQ7cIP+w/W4Y6g3msb8vpYux4aqIQ4QpG1AmhehPvdRm6hLRmR5OJiSsHxuLRKd1b2Zt0Rko5i6V3DsNv+/Lw2K+HWtzvtcvSoJAxUMpZKGUslHIWBpN5NXX3SD+o5CzUCpn1T7oQdd6c/jGY0z/Gev+qz3Y4NQD+2JTuCNeykLEM/Hy0UMhZqBr+r5TJUFqrR0ygGiE+KshkDOQNK5jkLNOwyol+QDuKCoQSQojnrDxagLu/3+fUc5QyFg9N6mZeudtQQfKvg/mo1ZusFWqaru61bFMpWLwypze6hfuZvyep6l67rDh8Hvf9uN/h/UN8lLh1VIL1fGUUVWN3dik4nm92jiyVEJVyFpf2i8H1Q+OgkLFgGVq44Qie59Hz+ZWt7jN/cnfrSncZa/5735FZgnMVdVDIzOdAwbJgWSA+xAdPTkuBRmm+/qdKla5jqVIIALeNSkCXIA20Sjk0Shk4nkdZjR6xQVqM6x4mYJTEHkvbYwC4f3wyuoZo4auSQ2cwQSWXYXrvSAGjI2053OS9d93QOHQJ0sJXJYOPSg6WYVBeq0dkgBpTe9F5FCPLIoWJPSMEjoQ4K7tUZ709tVcEJqZEQKOUQSlncaqgynz9IWPQJUiLKb0i6ZpDYmakReK2UYnmyqC4qFIoGFx8GW/Zbrnd4rYmt9HkMcZ6HMb6iOU3BcMAtTU1YBkgNjzYDf+1hHje3/ePpOqgRFKem5WK+37Y71QBGgD46+A5/HXQNknr5MvToFbQ4mAxqjOYrLc1dI5atei/k/hsU6ZD+367IwfzJ3dHoFbp5qikL7u4BuPe3tjh49wxOqHhWrJxrJRpGMc26PVgGECrUVvHthkw4MHjt315yC3VgQdvfg6AIQnBuL+h20+orxKxQdo2X58Ih2UZhPupEe6nxoHnpwAA/jiQh0d+NufUnK+oQ/+XVuONy/tgipeME4k6ITTMV4XdWSXgeZ4miwiBOdPd4q0r+woYCRHa5QNicLqoCp9vOmP38af/OGK9vfz+UUiLpQEGd3v/2n74aksWWAb4cktWm/u/vbqx9WegVoG/7xuFuBC6kHQlunIghBDPSwpruZphS/QmDr/vy7NpFzgiORQLZ/eCUk6LVtwtOdy5Vc0lNfpm5+udK/tiUDxN0LrDnH7R+POg/VXufio5vth8Bj4qGZbeMcy6Qv320YmeDJEAMJgalyD9sCvHepsBg6RwH3x761AE+9Dgvxg1TQj9ZltWQxtrHk/P6Im5A2IFjIw4oqSmsZ3b7/vyADQmG0UHarD0jmGI8FcLERpxgkJGv96lprq+MWFgR2YJtmeU4NZRCXhkcndKwJa464fG4aVLe4sqibdSZm5PTAlEpLNIDvcV1XuMkLasOHze6WRQe2akRVJxGhFr2mY5NdpfwEjEr39coMP7/nr3cEoGdZCvWg6FjLEZY2uPL7dkISnMBzwPTO4VgSem9rB+71ZWmheV+vs3/zd+5xjqDtMZXdY/FgPigjD2rY0AgLJaA+78bh++v20oRnULFTY4DxB1QmhhZR2iAjSUDEpIA1OT9n46vYlaLHqpo/kVmPXhVof335pRTAmhHhAVoME945JQXmtwKCG0qfJaAw7nl1NCKCGEEMnrFtG+lu1nimts7meXnAUAdA3WomuID6ZRhTa36RKscfo5F5+vKz7bgadnpMDEAdcPi6NOHy7CMAwWX9WvxYTQqnrz5Hh1vRFXfb4Tt49OQHSgBrP7RNE4ioDqDJzN/aP5lfjv6HlcP7SrQBGR1jQZZkGNvjHB6dk/j+KGYXTOxC6vvHFiumlyLwCcuVCD3VmlmN2XWsWLXa3eBB+VqKcpyEUuVOuttyvrzNcj7687Dbbh+oMHj6m9ItEzipIJpOaHXWfx9Iye9J4kxI3Kag3QKuk9RqSjqwPzVlueGI8uwTS/JWVNx/J6RLZvfNdbTO0Vabd9/KTFm5BRVG2zrV+XQA9FJX2hviqcfnUGiqrqMOy1dTbjNc7KvGAeu/580xkEapQIaVikraszdzpQq8sBADwPDOgahO7tnNMg0mBJBrVICvPB8KQQYYLxMNFeceqNHLZnFuNyWo1PiJVK3pgA+tq/J/DynN4CRkOE4uiPqkPPT4GfWk7tUz2koKIOw15f1+Z+a+ePga9KAaWcRX1tNRQyFiFBATRp7w4Nf6U8T03jCSHEU3JLa112rB93nbXe/ueBUegdQwtc3CG72DXn7LV/TwIA0gur8O7V/VxyTALcsmSPQ/sVV9dj0X/mcxDup8KwRO8Y1JKKD9dlUEKoSClbqEz4+tw0D0dC2qNnpC/OV9a3+Dglg0qDiirCS05SqP2xyXfXNnbDeW/tabsT5UR8+sQGYMm8IdAoZFDJWRpLJsRNuof7IKdUh+gAql5OpOXmEfGY1jsSQ19ref5r9Jsbmm378qZBmJwa4c7QiJusPlaI1y6j38SOSC+swpR3N7f4eLdn/sPJl6dRpXMn1NabOpQMerE3Vp5scx/63eI9+sQG4O/7RwkdhseINiG0qKoOHE8rEAhpqmmVx3vHU9lqbxWgUSB70Uy8/u8JfL7Zfst4AOj70mrseGoCogKcr/pEnHO+Qocb/7fboX0nLd6MbQsmQC5jYGQZyGUMJYMSQgjpNOoMprZ3suPGYV3BMLBWFWIZBgxjzu1Piw2gZFA3Ktfp297pIreOTADH8w3nqPFcyWQM7h2b7PogvZhOb7S7PS0mAAO7BlnfNyxjriiaHO6LoQnBHo6SWARpFbhzTBI4ngfH8eB4gON5XDGQFjuLVdNJmUcnd4eR4xHso8SVdM4k4fSFxorVj0/tYfO+m9STJp/FLtJfhUh/FeTUOlRyqusbr0/mDohBdIAGlqEtywjXtN5Rng+MOGV0t1D837whlABKiIckhGhgMHE0F0AkKcJfjW0LJmDkovUOP+eOb/fi0PNTEKClLjJSUG9sHNMtrm550R2xZXSgvbnJldmNXiA+1AfZi2aiQmfAhLc3oqTG+bHrlszpEwEegFKhsP5+mZ5Gv1s6sz8O5Nnc//2eEQJFIgzRJoRG+quhlLMorKxre2dCvMQXmzKttz/fdAYLL+klYDREaK0lg1oMf735j7Pf7h6OQfE0SexKa08UNWsD0BpnfjRf7Ne7h2MwnT+n0E8tQgjxHG07Wwt+tzOn1ccf+ulgm8foHeOPP+4dCQUlFTglQOP8wPzX27JafOzzTW1fowLAigdHoVc0Jfq25ePrB2DIq82rcBzJr8CR/Aq7z3nit8OtHlMpZ7FjwQSE+KpcEiNpVFZrsFt54P11p23up78yHUqqiCcKllbHAPDOmsbKdi/8fQwAcMuIeBp7EbGm5++tVadsHrv4fbfr6YmI8KeKXGJSoTOgoLIem9IvYGz3MKHDIU4orTVYby/bn293nw/WZzTbRpV3xGXL6WIkPv2vx17vwQnJmD+lh8dejxCxWXWiGAAQv2AFjr04FT7tHD8hRAhtVUG0Z0h8MNRK+t0rFUoaT22X1sZIAeD/bh1Cn/ftFKBRYN9zk8HzPCYu3oQzTRaEttefhwubbftlb56dPVv2xuVpuHpwXIdjIe7HcTwe+fmQ9f6RhVO8bu5ItP+1chmL2CANThZUCR0KIaJxSb8Y6+0l27OFC4RI2hWf7UD8ghVYfuic0KF0GjcO64oDz03GvmcnYdfTE7HlifFY/+hYrHp4DF6YnerS17rysx24UEWr8xxBa60JIcTzYgI1uHVkgiCvfTS/klZct4NQSZkFFbT40xHhfmp8cv0Alx5Tb+SgN3EuPaa3u31EF4f3jfBXgYoCiUekf+uJ0ZvTL3goEtIe717u+O9tlt54oqMzmL+L9mSVChwJcdZ1g6Lb9bz4BSts/n++QufiyIiYxQZphQ6BENGQUWVeIjHftJH0ZiFjGaS/Mh3Zi2bil7uHQyWnNtlSQdWL2+e5Wa3/Jn32zyMoc2GFS2/EMAxevKQXwvzM4zc3DIvDveOS8OCEZNw/3vOdqo7mV3r8NYlz8spq0fuFVbj5G9vurn5q76tYLep09JRIP2w9XSx0GIQQIkpXDYp1etVKUzvPlGB23/YN4JLmskpqMPeT7R55rYyiagRoFNYWoQxgbtVKP9js4ik3iBBCPGrB9BT0iQ3AmhOFWHH4vMded8sT421a/xLHrXt0LHZnleKpZUc88nr3j0/GRGrl67AiF3dOee2yNEQFaFx6TG+XV9Z2QsvDk7rh4UndPRANcQbfxo+Fj12ckE1cq6DSscWSp1+d7nVVIKRgXLdgbDxdiken0Gej1DStENpe3cJ94e+FE3JSQhVdCXGP7Qsm0NgFkZwgrdKh/RZe0gscTchIUlFV49hTfAgt4miL0cShtEaPWr0J38wbjHnf7LG7X26pDk/8fhhf3jTIwxFKX0l1PRb9dxJVdUZEBqhx1aBYGE08DCYeVXVGGDkOBhOPkckh2JZR4vZ4rh8ah1cvS3P765D2M5g4fLcjBy/9cxyAuSOCSs6i3shh42PjhA1OIKJOCA33U6OyzojzFTqarCAEwGUfb7Pe3vz4eAEjIUKqqjPggaUHsPFUxyqV/LDrLH7YddbuY+9c2ReXD4zt0PG9zbL97U/Odda1X+50av91j45FUpivm6IRL0qPJYQQYSjlLEpq9B5NBgWA0W9uaLbtwHOTEeTj2KC1N4sP8cHzfx312Ot9tCEDH22wbSP64bX9abGSHXUGExYuP+7SYz79xxE8/Yc5+ffQC1MQoKFkjI5aeaLtxcwHzpbDxPFUDUhk8itaTyikytPi9tmWnDb3Gdg1iCalRepAnrmyit7EUfUoiflul/028S35676R6Nsl0D3BkA6bkRYJGcuCAaCQsegZ5YebR8QLHRYhnc7klFAcOVeF6ECa7ybSUG804bKPt+P4ecer4T3351E89+dRPDktBfeMS3JjdMTVAjWN46cVuo4v/uns5i3Zgy0OFrYTooql1O3LKcPln3qmCFNL5vSLxtDEEADm+eY5/WNafwIRDMfxyC/XNZsfmjsgBouv6idMUCIh6oTQnJIaRAeoEUwTeIQAAJbeOQyzPtwKANTiz0uV1ehxxWfbkXmhxq2v0yWYVn85g+N46I3ifE/2iQ1AuF/rbRA7P5r8I4QQT6o3mvDyP65NYGsPtYKFXEaJV45Ysj3bIyupW+NotQlv4+7KMVRg3nM2pV+ghFARCvdt/bMnq7gGvWMCPBQNcVb/LgE4W9Z6FeV9OWWoN1LCoRhV6IwAqKuHFA2MC8C3ux1PCr1Q5Vg1XyKMf48UIDHUBxzPw8Tz2HmmBK+sOGGzz4+3D8WI5FCBIiSkc2AZc3Xzgoo6RAaohQ6HkDaZON6pZFCLIK0Ck1PD3RARcaemQxVltQYYTRzk1GWhRbePTsTJgiqHrnNpfNp5CaE+iPBXobBJV5CrBsWC580zvr/tc3+Rpkv7x2B8D/osE7OKWgM+25yJTzdmNnvs5MvTqCI7RJ4QKmMZKOQsDdgRAnMbM0syKAB8tP403rumv4ARESE4kwzar0sg/rxvpJsjIgBwqrAKv+zt+MWnSs5i7oAYyFgGMYFa3DE6gX5wdQBDGQ6EEOJxZTV69H95jUP7Lr9/FFgW1uQojgP8NXLEBtHCFE86c6HaoQRey/liG75fOZ5Hl2Attfp0s7u/29ds25uX90FCmA/SYgKgkLFgGbruERoD2yVIz81KxS0j4in5UwJq9Cbr7fgQLVY/MhYKGUPvKYmIDrBd/PjPA6OQEukHGUvnUOz4hizQIK0CKjmNe0hNkLbx+u/nO4ehV0wA5CwDOcvQ+08CNAoWOoPtwvYzxa2PNxdWtZ58Twhp24Z08yLM1ccLcNPweGGDIcQBWqUc2YtmAjC34f1kQya+2Z6F8trWq0eW1RqQHO7niRCJC108F+ntc5NlNXrc88M+7DxT2u5jvHd1P6oq2Yafdp/FgmVHHNq3vfPwn14/AIlhvgjzU6G+thpyGYvgwAAas5OoX/bk4onfD9t9bMm8wegR6YdIfzX9Jm0g6oTQuGAfrDtZBJ7n6YQRr9e0Tdnk1Ag8MzNVwGiIUP5382CMe3ujQ/sezC3HsXMV6BVN1UzcrWeUPz69fgCWHz6Hf48UtPs49UYOS3fnWu9rFCwmpUZAzrK0apgQQogkOLPiefZHW+1u/+eBUVSNzYMcXSnb0vmyTA4Q98guaT45bxn0emhiNzwyubunQyJ2NE0GjQ3SYHLPCBpYlogj56qstxdf3Q9KSkyTlG92Nk4ITU6NQFKYr9dPXEqFZZzzmoFRNO4vQcsONo59DYoPpu88iYkOUCO/vA4PTeoOGQvIWBZylgFrSeplzIm9Jp7Hr3tzMSIpFJf1jxU6bEIkb0xyMDakl+DaIXFCh0KI0/7Yn49316YLHQYhbpVTUoOxb210ybGW3jEMw5NCXHKszoz1wG/Be37YDwAYmRyCT68y59fQ7xfpapoMeuOwrkgO98UVA2PhoxJ16qNgRP23UlCpo+xdQho0HdBec7wQT07rgTCvbwPtfeJDfZC9aCZGv7keuaW6Nvef+cFWfHbDQCjlDBQyFgoZC6WcRaiPCnEhVH3LlaanRSE2SNuhhNCLLVx+HAuXmyt2vX9NP1zaj1aStQe1nyOEEM8Z8+aGDj0/LSYAehOH4+cqrdUoLZX3uIYPdMvnurlFDA+eBzRKGZLCfDsWvJcasWh9u597x+gEHDtXYT5PDGA+W2Y8mp8vyzlMCvOFRkmdQNqyNbMUJwuqWnw8McwH+3JKwTAMWMY8ec8w5vcNy6LhPgO2YRvDmBNwTBwPI8cjxEeJcH9adORKKZF+CPdX442VJyFjGchl5vNy7/hkJIT6CB0esSOsScv4t1aeQrCvEiqZeUHeQ5O6UdcikQv1USKvvA6R/mrUGUx47LdDUMrMiU13jklEtwiqTCRWlgm43DKqOihFvaJ88efhQgDApMWboFXKoFHIoFHKoFaYb/frEoh5I+NpbkeE9CYOkf4qazVzSzKoPVcN6uLh6AjpvBQyFrFBGiho8QqRoLkDYlBVb0R+mQ5fb8tqc//4BStw19hEPDW9pweiI64yKC4Ae89WCB2GYAI0CoT6KlFcre/wsbZnFmNYYjBdC7fi1RXH8eWWtj9PXGVa7yicLdWBZQA/oxwy1jyeyjIA29Jty5gry1CHJhH6bmcOHprYDftyypAWE4AgH2XbT/Iyok4ILa3RI5hOGiFWvaL9cexcJQBg0uLNAIDDC6dQm0Yv9NOdw/H7PnMlDI7n8d7a0y3ue/f3zdtMAsCf941Evy6B7gjPa/WO8cebV/RB5oVqKFjWOqi6J6cMm9MvdOjYD/10EMMSQxBBk/YOo8tyQgjxvLHdw/DnwXPtfv6R/ArM/WS7CyNyzje3DMb4lHDBXl8Io5JDsTWjuF3P/XJLlkcH7i52//hkPDa1h2Cv7259Yvxbffyhnw56JpBWbHp8HLqGUKKjxcmCKrtJvIfzKrDqkTECRETakhCisd7ecabE5rEuwVqq4CRyyWFa5JXXoaDS/P+mtmeWYNuCCQJFRtpimUj752gRYv87iQXTUwSOiDhjVFIwgEwAQFYLrcb/PnQOChmDG6ktsuhYErF7Pr9S4EjMv0Um9gzHkbwKqBQyDIgLtFaKYhjz/3W6OjAAtNoq9Ir2pzbERLK2ZJaiut6E+AUrqDMKEb2P1p/G26s7VhE0gcYKJCcmUG1NCI1fsAIrHx6NlMjWx6Y6k0CtEnufnWy9vye7FPd8v89mcbWx4XbTzq72fLg+Ax+uz8D03pF4YXYv6gJpx6D4YI+OKz/351G3HXtSz3Ao5SxGJIXi+qFxlDjqRmdem4F9Z8tw5Wc7AADvr2vMkYkJ1OBCVT36xQXiq5sHUQ4VRJ4QOiAuCJ9szEReWS1ig6iSHSErHhzdrDLk0l1ncdfYJAGjIkKICdTggQnJqDdyOFVQ1WpCqD1dgjVIiaTBM1djGMbuynme55FXpsPoDlZNe+O/k1h8db8OHcMbUYFQQgjxnPeu6Y/3rulvs81g4vDr3jxU1Rlg5HiE+apg4nk8teyIQFG2zNjGYF5n9P3tQ5ttW3u8EGeKq2Ew8QjQKFChM+CtVacEiK51BhMndAhu5a+WI3vRTOv9wso6pBdWQSFjwXE8vtqahfUniwSMEPDCt4xdX9/QB7d+f7jFx08VViF+wQrr/beu6IMrqeKWKKgVMgzuGoA9Oc2roDy17AieWnYEvWP88dOdw+FL7adE54Xp3bDx9C67j+WX62zed3eMTsAzM1M9FRpxwGfX9MbdPx3FZ5syKSFUYsL9lIgLUuNsGxVen/vrGJ776xjWPzoWiVTNXzRuGRaLJTvzhA4DALA1o9hmcdrS3WfbfM5Pdw6DWiFDpL+akiuIpHQJ0uBEQTUAYNaHW21+6xEiNjFBGrvbn56RAqWMBcsyyCqugVLOQikzF0cJ81Ph2sFxLVadJuL3V0MFeIuCijqvSgi92OD4YJsE0aZWHi1osSBTU/8dLcBVg7rQNYsdU3tFOv1dqDdyqNUbsSOzBCoFC41CDp7nwfGAiefB8Tx4noeJMxfU4jjzY1zDYzW1Opg4HlvOVGD18cK2X9BBa0+Yx2f/PVKAiT3DERVg/zOUdBzLMhgcH2z9t1OhM+BYfgWO5Ffg2x050Js47M4qRZ+Fq7H7mYkI9/Pu956oRzJn9onCJxszMeqNDZiYEo6Prx8AtYJaNRHvdexcRbM24XeOSRQoGiKUqz/fgV1ZpR06Rm6pDinP2V8F/sG1/TElNcKmHDpDZdDb7Wh+BWZ9uNUlx1p2IB/LDuR36BgrHhyFcD81LKez3sghOkDdKc9vJ/xPIoQQSVLIWFw31Fxh7Ze9uXjit5aTpoR2x7d7nX4OywCbHh+PmEDzQI/l+0fK362TUiMARGDZ/jzM/+WQ0OG06PPNZ/D55jPtem6kvxr/PjQaARoFGJgHBhmYF/KI9dxF+Kut1eLTXliFqnqjS447JCEYvio5zHM2DGr1RmzPLGnraQCA8W9vdEkME1LC8eVNg6wthKWmzmByav9/j5ynhFAR0RtbTy4/ml+Jsho9JYSKkM6J996XW7IoIVRkjp5rXlGZSIPOwKGgst7h/Se8swlBWgUOPD/FjVERR/WIkHbFtmu+2Nmu541ICsGPdwxzcTSEOM6SDGpxsqDSqxOtiLiYOB4GE4d3Vp9qtWLfnWOoQFFnwfPmapcGEweDkcf3u3JsHs96fYZox8c6yvLvneeBWr0JJo4HLzdYEwordQZc+tE2l4y7pUT6eV03KndSylko5UpMT4tqcZ9z5TqMWLTerXGkxQTg0SndwfE8jCbzvxsTB8SHaikZ1MMCNAqMSA7FiORQ3DE6EWkLV6FGbx4rGvLqOvzfrUMwtnuYwFEKR9Qjmb2iG8vlrztZZJO8JGcZZLw2Q4iwCBHES8uP4+ttthfh/boEwmDioZR3zgsyYl/vmIAOJ4S25sGlB9reZ2I3zJ/c3W0xdCYBGnGVI5/5QfPk1PvGJ+HxqZ2vGgdVrCKEEPHpE9v5WqJxPDpcBdzi5Tm9ceOwri45lit05hZ2BZV1GPDyGpcec2afKHx83QCXHrMlt4yMx4frM1xyrN1u/G3hqPUni5D09L/Ntk/qGYGvbh4kQETOuffnYw7vu23BBGsCORFeXnkdDuW3npS246kJNKAvUs/941gby+m9I/HpDQPdHA1x1kebzZPOb1yeJnAkxFn/Hi2C3uTcoEtZrcGmai9p22V9I/Duta6/DnrqL/FV/veEHtQti4iMUsYKHQLxMhzHI9HO725nGE0c5PRvV/Lauibr1yWwUyeD9ntpNarqXLPIui1TekV65HVIo0CtAn1iA3A4r3knGFe4d1wSnpjW+ebUO4PCqjprMqhFt3Dv7lQh6oTQ1lgqzBDiLYYnhTRLCD2YWw6DiYNSThff3uS5Wal4blZjVYvyWj36veTayey2ePNKCmd1CdYie9FMnC2pxZi3XJMs0lEahQwMY67YFqRV4MqBnbM6keUHnb9aXEm5hBDibVxZLbuzGxIfLHQIuFBVj+nvb0ZxtV7oUCTn0r7Rbn+Nc+U6nC6qdlkyqNjN7tvyin8xuaxvBP441Hqrqbev7IsrBsZ6KCLiqCh/VYuPrZ0/BsnhlDwiZjcNjcW+3OOt7kPtWMVvDI0xSc6o5GBgdabQYXR6w+ID3XLcF2Z0w4v/nnbLsVszd0AMGDQml/CwTSq2PHbxdoPBADnLQKtWWTtZsQ1JKgwD3DE6EdG02IZIQHKYFhkXagEAC2enIjHMuxMUiOcxDDAyOQTbMhzrCGJP8jP/WW8vv38U0jrhwm9vcNuoBPxva8uVYA/mlqPOYOqUnXtZBrhpeFd8vMEz17L7coRfhO1NThdWod7I4e0r+1qrd1oqwr616pRLCm59sjETn2zMpM9AEeB5Hvf/eACnCqvgo5Th0EVJwHeNpd8Jok4IrawzWG9venwc4oK1nXY1AiFtmZwagVOvTEOPZxsr5e5+eiJ8qGWZ17rys+3Yk13m1teID9Hir/tGIUBLCXXtNXLReuSX64QOA4C5NeqqR8aIrmqpuzS27BU2DkII8WZrjhe2qw27J7x5RR9c1cGWzZWVlQAAf//O0ebNxPEY/OpaocOw6+PrBmBmH/clB4r9XFboDOj74mqPv66MZbDtyQmIDFB7/LWlpK1kUEpIE6/6VtrFF1XWU0KoyL26svXk+Fcv6+2hSEhHRPjRd4zUHD/fcmXlXU9PRIS/+M6p2K/1LmaJ1x0u7xeJYfGBmP7JHre9hj3L9ue75bgHc8vxx70j3XJsQlypQtdYjW7h8uO4rH8szbsQj2IYBj/cPszh70SDicP097cgo6ja7uOzP9qKqb0iEB/ig7gQLboG+yA6UE3JzhJwceEhAKg3mmxyEDrrvBrDMHh8aoq1a2JHipYtZAAAmqVJREFUrxFr9UbM/WQ7ThY0vz6mbiOuZTBxqK03oUZvxJ7sUjz751EMiQ/GupNFgsRDBds8S6c34fj5SmQUVSG9sBrphVXYlVUKfcO43sCuQbhrTCK0SjnuHZ8EBVWzBiDyhFAfpRyTekZg7YlCjH1rI3xVcoxKDsXiq/tCqxR16IS4xXVf7rLePvPaDLBsJ70aIw5pKxn0nwdGoVe0PyXSC6ytZNCRiUH49KbBVMXSjTieescTQogQnvnjCH7YdbbVfW4ZEY/kcF/IWQYyloFcxkAll2Fqr0jI6FrXo3R6E3o+v7LVfe4am4jEUB+wjPl8yVgGCaE+6BMb6JkgvdSSbVlYuNy2Al7f2ABcNbgLekT4oXdMAFiGAcuYEzjp+l84H183AFqVDHKWQV6ZDhlF1XhwQjehwyKtqNCZF6P7qeX44Nr+ULAsckprEOmvxojkUIGjI21RK8wD/I9P7YGeUX6QsyxMPI9dZ0qREKrt8MIP4l4MgLn9Iml8U4J0BvOk25x+0bhsQCwULIPsklpM7BkuymRQYiu3TIeZnzZftDe9dySGJgSDabiuBGOu2ckw5uqd5sqcDZU8zf/rMMt1K3/R2F3T61mdTgcjx0OuUILjzfvygPX23AFUgZ1Iw7TUMHy3Ox8vX9oLqdEBlAxKRE8hY7F2/ljrfZ7n8dOeXJwr1+HLLWdQZ+Cw6ljzxZGvz03DtUOo06vUMBd9s6vkna86qKuV1ujxy95cdAnW2k0IDdQoBYhKWniexwfrMvDu2nQo5SyuGhQLnZ5Dbmktdmebq3nGBGpanGt3JBn08xsHQq2QobbeiMKyKrAMoNVqwTKAXMZiWq9ISu4UIZ7nkV1SiyP5FfjvyHn8d7TA+phawSI53Bez0qIABrhvfDKSaDGCXaLOqpSxDL66eRAyiqqwN7sMC5YdwcpjBUjd4o8HJ9KAOvE++3LMCYAjkkJosJTgzGsz8Ou+XDz5+xG7j1tas949NgkLpqd4MjSvxvM8lh8+j6LKularzVhsO1OGPgvN1Z62L5jg9aXL3eHiH7KEEELcL6OousVk0M9uGIhpvSM9HBFpy4vLj9ndPm9kPF6Y3cvD0ZCmmiaDrn90LFXbEKGUCB+E+SrdWsWWuEdVvQkA8MblfTC+RzgAYBQoEVQqBnQJQJ2Bw33jk222W84lEa96owk8gKgAldChkHaorDNXuXvx0t7WLjQjklt7BhGTl/9rrK587ZA4BPsocMfoRARqxZm0ILXqroS0pKiqHl2DNbhxeLzQoRDSLgzDWBM9H53SA2+sPIlPNzZvu/3UsiOUECpBlBDnuIurqV7sgQnJuHdcMjRKSqpty+G8Cry7Nh0AoDdy+H6neT4h2Md8XeqvlmNYYgiq6gyo1ZswISUcPioZOB44cb4SVwyMRXyoD9RymUP/hisrfczHpetKUausM1hzJ5qakBKOF2anIjZIS8VEHCTqhFDA/MbfnVWG5YfOWbfdNLyrgBERIrwZaTTJRACWZXD14DhcPTgOt3yzGxtPXbC7n0YhQ3mtHmqFDCo5SxWD3GzZ/nw8+uuhdj1Xb+RQUWsAy5oXRVirbzEMJYETQgiRlId/PtDiY6//dwJH8ytg4DjwDVVdzNVdzBVD40K0HoyUWPy0J9fu9m+2ZcNHKYeB48BxvPmcAQjUKHDX2CQaMHaz99eetrn/xG+HkRrtjympkRjVjZLWxEJv5KBR0EC/FNXUm5OafFWiHyIldhhMHH0PSZTMMjZFDT0kyVLNkYYYpWlndjkA6kBGiKcZOR4KGb3nSOdQZzDZTQa12JZRjLTYAOqMJzEhPgqU1BiEDkO0soprcKqgCnd/v8/u43eNScRTM3p6OCppiwq0312gtEaPhyZ2g0LGWMeiOZ5Hhc6Acp0B4Hn4qxVYf7IIt49OpHGBTkbdpEKxn1qOb24ZjAFxQfTbpR1EP9r56cZMa1b4tUO64OYR8aJdqUiIpzz751GMSAqhyjAEPM/j70PnWkwGBYB316ZbP0ebWjA9BXePTXJneF5pdt9o5JXp8P2uHFyoqnfquePe3ujQfmvnj0FyuF87oiOEEEI849PrB2L0mxvsPpZTUouPNmTYfezrbVktHvPrWwZhQkqES+Ijzb13dT88/PNBu4+1dL7eWdP8GhMAUiL9sPLhMa4KzasNSwy2ub83pwx7c8rw7Y6cNp+7+5mJCPejtq2ecKZEhzMlOuiNlJwmNXqTOanpSH4FxnQPEzga4qysEh3yyuuQX65DDHXbkBRLNY9qvUngSEh7FFbpAQCfbczEE9OoK5FUJT79LyL8VVj98FhqXU0IIQQZRdWYtHiTS451/Ve74K+W4/DCqS45HvEMSgZtWVZxDca3MYf7+eYz+HzzGZtte56ZhDA/6orQknA/NbIXzYROb0LawlUwco0rBt9fd7qVZzZ6b61j+3XUt7cOoXEjD2k6tlpVZ8QVn+2w3r9rbCLigrWICdSgZ5Q/Ivxp7Ls1ok8ItSQx/XLXcAxJCG5jb0I6tzvHJOKLhgsJg4mW0HsjjuPx2G+HsGx/foeP1Tc2sOMBEauiqjrM/nArCiudSwJ11rDEYEQG0EQXIYQQcesSrMXzs1Lx0j/H297ZQXKWkqzcaU7/mBYTQp2looQ4lxmaGIK/7huJSz/e5vRzWSrb5XFVdQaE+NJAv5RYktI2nbrQrO04Eb+88joAwOnCKkoIlRiGYSBnGeiNnNChkHY4kFsBAPhlbx4lhEpcYWU9+r70/+3dd3jT5toG8Fu2s3fIgJBAAoSEkISw997QAm1pD3QALR10ly7gO6V0lx56OKWndNMCh7bQlpa9V8veYYcdIEACZO/Etr4/nDgxWU7iWJJ9/66Li1iS5Ud6LFvW++h9Kw7HCADbXuvLDimILOjSnTxcTs1HfpGOwwiTLBXrLHde1jXMF68Mam2x9ZF18bdVRc18XfFAh2AsP5IEACjtqFBfQ7mGrqYFCADg7KDC031a4Mtqeh6WWn4xb2a0psTZIyGKIo5czcDxpAy8u9rQzvTt35cg3nVYdWzug+XP9pAgSvmTdUGoWC6TTbxY2UtUvkFP5JhKdkkninUqBr340QhjQxc1jEu3c+tVDLrqhZ6IZZEuERHZkMd7huLUjSzjhTJzsVdD6RydORjt399s9vKtAtyx5dW+DRgRAUDbIM9q5398fwzGd2lmpWioOizCVZ7SRs+8Yq3EkVBdZBUY8ubmJOtL3FQJURSh1YsoZEGoIpVele4c6iNpHNSwElNzWRBKZEGXU/MBAJn5xSwIJVlq08QTibNH4nZ2ITp/uKXO65nUIxTvjGprwcjIGsrX5cSFeEsXiEypVQL+/VA7/PuhdibTM/KKEPde5ddSOzX3QWPWOJlFEAS8OSzSeLNZ6PS1Fl3/pw+2w9iOwcjKygIAeHpWf62V5EEQBHRs7oOOzX3weM8wAIYi65SsAvy4+zK+22kYbe7wlXQpw5Q1WV8tE8pdSD9yNR0hvq4SRkMkva//KrsrIiKQw0XbIwe1ComzRwIAkjML0O3jrWY9j82SDa9bi0bG3Kw6dgMv/XLUrOdN6NoUYzo2ZzEoERHZHEEQsOHkzSrn3xPbBEF33XHeoZkPi0El5ORQdc+eI2ObVOgh4LFuzRs6JILhprDy2gZ5YmCbQAgA/Dyc8GDHYGkCowp83BylDoFqSVsy+sqAyECJI6H6YIOl8pR+tZ29lSttIFQnwd7OOHUzB0/2biF1KGRhSyZ3Ra9wP6nDILJpjdz5m4HkJ6ugGA9/tw8nr2fVe13dWjSyQERkbeXrctaeuIn5EsaiJG5OGgyJCsSm0ykV5v3weGcJIlKuzPxitHu38p7r6+LedkEQAAR4OOGe2CYWWy9JS60SEOTtgs13HXPvrDqFJ3uHoam3i8nnmb2TdUGoKIpo5OaI1NwijGoXJHU4RJLzdXNEWm4RAGBbwi0MbMMGC3v0zqpTWLgn0ezle4f7QcXeQRvcvkupGPftvlo/7/KdPPy8/yoW7UmEXgSmDgrn3fdERGQzvp3QCY98v7/SeWuO38S8cXHwdHZAVkExRBHIKdTi14PXUKzXGwsF7u4Xv5W/O7q35MXlhuCgrrogdO3xm/ji4fZwVKuQX6yDXhSx91Iqdl24YzL8Ufl8OaoF3N8huNr1Us00KtP9d+pGFv7ROQT+7k7QqFVYe+ImdHoROr0IfUmPa+2CvRHd1EuiiO1X6PS1eGtkGxbIKEhTb8NNCJ9vPY8QHxc82ClE4oioLsL/uR6vDArnsJQKUto+czu77iOtkHSa+xpuEnrgqz3Y8Xo/hPq5SRwRWcqjCyr/7VaVf42NxdCoxgAMI5p5u7LQjagqAR6OuJVdhKUHruKx7qFSh0Nk4lZWQb2LQTs194GDWoX/7UvET/uv4KneLdCntb+FIiRrcHNUI7eIw2LXhoNahQ7NfSotCI19ZxN+n9IdnUJ9JYhMed4rGRLcUlYfu4FXB7dGh2Y+OHIlHYIgID8/D2oBcHfXQa0SoBIMo/2oBAEqVbm/BUPhoSgCWr0exToRni4OFTpLIOmsfak3Plp3BoevpCMhORsL9yQa62dGtQtC2yBPTOwRCmcH++6VXdYFoSevZyE1twhdw3xZxUsEYNe0/oh6eyMAYPKiQwAAV0c19KIIvQh8P6ETT67JRFNvFwyMDMD/9iZCpRIgQIBGLaBfhD9737IwvXh3uYp5dl5MB1DWlfnqYzcAGH48Rzf1Mp54qlQC9HoRQ6MbozN/PBARkUL0bOWHLx/pgOd+OlLp/JeXxtd53V4uDph5TxQaezqzFxsLcVCrcPaDYYh4a0Ol81/42bwe0MubtvwEAGDG8Ej4ezhhcFQgPJwd6hWnvVGrBAxqE4AtZ24Zp7298lS91jnznig80rWZ3V8Uawh7LqayIFRBHDVlBddv/H6cBaEK4+GsQXbJsPGfbTnPglAFKb3Wn5JdJHEkVBeu5YY6fmLRQWx7rZ90wVCtWbLY483fj+NNHDeZNrK0BybRUCTaoZkPJvcKYxsf2T1NSacdM1eeYkEoyU6rAA/jCHgA8Nuha3jj9+PVPKOiQ3cN2bvz/B2TdZL8sRi0bn7YdbnKeWO/3gsAeLRbM7w7KhpqduBUpf8bEQlHjQCtTjQUa6oEqAUBapUAJwcVvvnrUq3XOXfzuQaItMyfz/VA+2Y+DfoaVDk3Jw0+vC8GAJBXpMW6E8l4/bdjAAwjua46dgNavYjn+7eSMkzJybogNNDLCQBwPCkTyZkFaOzF4iWyb0+WFIGWl1fu5GzhnkQWhNqB9s28sXCPectez8jHO5XcUePhpMGJd4daODL7otXp8cmGBOw4exs6UYReLyLE1wW3sgpRqNXXe/2HrqRX+AENAN/vuswf0UREpBgjP9+JUzfqP9xUZTLzi40/8hc/0YXnwRZw+EoaHvhqb4Os++P1CQCA7i0a4ZenuzXIa9iq/ZdSTYpBLeH9NaeRklWA/xvRxqLrtVdBXk64kWno5W5bgmVzRQ1Lc1djTKFWBycNC6WVYmxcY/y4L8n4OKugGJ686UAxQnycEcTr/YrUyr+sR9BLt3MljITqYmBEI6w60XDnK2uP3zR5vO5EMvpFBKBVAEdEIvsW5OVs/M3Ac06Su5jg2o040tTbBd1bNkJzX1e0C/GGXhQRw1FLFOXk9Uzj3x+VFFlRmWKdHov3XkF+kRYqVVkvkgBwy4xRD5bsu4ppwyJ5k3wVtDo9ztzMxuCoQDyxsGI9jFzlFGqlDsEuaXV6tHl7A4p1IgI9nXA7uxD6u/rtahXgjsm9wqQJUEZkXRAa4OGM90e3xcyVp/CvjQmY+1Cc1CERSWrPxVQAwNiOwejY3AfdWjSCq6MaThoVnDRqODtwKEZ70C7YG66OapNiYHP1bNUIjT1d8HjPUMsHZmeSswrw3c6q7/qqr0FtAtC9pR9EUTT2AqwWBPaARkREipFbqK2yGPSVQeFw0qihvmsoliKdHoXFemhLhr8uvemi9G+d3jAcdvlpzXxd0YNDyFvEhpPJlU4fEhWI9s18jPlSqwQIMPQcoNWJ0On1JfmB4e/S/++aphdFTGXvbbX2xMKDJo/vbRcEP3dHaFQC1CoVHNSGnOQX66AvufolisDd/deLJb00qQQBThqV3d8hbUkuDmo4qgV8fH8sOoWyZwAlScooAADc174pnu/fig3zCnM7x9C75L8fbIeYYC8WgyqIXi/iekYBhkTyGocSXU3LBwC8NbINRrULkjgaqq3KikE/ui/GOGSmUMX/pb/ZhHIFEKXXLPUlv9XK9wIqABAEoJmvK4tBiVB23rn1tb485yTZW3dXcX9Nrmfk4/fDZTdqOWlUOPDPQZYOixpQVBNP49+pOTUXONqbn/ZdwftrzB/S/OGuzfBcv5Zw1KjgpFbD1UkNBzXrOKry8rL4CjcVVWZgZABC/dzKnbeWH/YdwF2PhXLnsCpBQFFRIQQALi7OhuvbpW0SWr3xumpp20Np+0Tp/3pRxDN9W3LYeIklZxbgmf8dQrHOcOVbLQh4oX8rNPZyQZC3M5p4uaBVgDt74y0h64LQYp3e2I3vH0eusyCUqMSAyACMiGkidRgkkVA/N5x+bxhEUUR2oRbvrT5t8kOrOoevpCPhffbIZAnBPq7Y/38DkZFXbCyO0KhUEARgwa7LWLgnsVbre2VQOABAgIBgHxfc36Eph1IiIiJF+/bvyodxeX90Ww6PJlOV3ezioBbw7YROEkRDpe4esmvuQ+14EVlm0vKK0S3MBw90DJY6FKolUTRcQB4VF8RiFQXKKtAiwN2Rx55C6UXw+0yhShvX7mvfFI3cnSSOhixheHRj+Lg5Sh0GkU0r1unh4qBCS3+ec5L8TR3cGkU6EV//dbFOzy/U6rE94RbGtG9q4ciooajKFU8tPXgNLw4MlzAa+XmkW3McuZqBVcdumLW8r6sjgn1cGzgq22FOMSgAbE24hdcGt4aTgwqPdG0ON6falbtlZRk6r/D09KxhSZKrTzedxbGksh6N/36zPzS8rlAlWReE6vSisZvdz/4RB1EUWRxDBOCLbRdYEGrnUnMK0fGDLWYv3zvcD9FNvfBABzaSWFKgpzMCPcuGN6ttXkp9P6ETBkUFWjI0IiIiyf2wq/KetAu1eitHQua4U8Xd/8U6w13QvKtWOi393XCx3HCsR69moEuYr4QR0d10ehEnbmRLHQbVQWmPArkc5kuRtHoRt3KKeM1YgUobnIt0PC9Uokt38gAAd3KKWBBqIzLzi1kQStTAUnOLpQ6ByGyCICAzv6he64gKYsGVkpS/Lng9I1/CSOTJQa3CW/e0wfaEW8g24/rB5Tu5NS5DZZZM7opHF+w3a9l/l3QomJxZiLfvjWrIsEhmtDq9SSdph98axGLQGsi6INTZQY0Px8TgzeXH8cqyeOy5eAf/GttO6rCIJHfpTo7UIZDEcgtrN1z8E73C0D8ioIGioVI5dWxEZDEoERHZoqoujn2w9gye7N3CytFQTRKruVCZnlcEPzb2S0ajMr2w1ZlDkstOE08nBHryGFEiR43h+PJxZRGMEjVyc0ATTycWgyqQTm8oxnbSsPFGiXzdHACA3302Yvmz3RHq5yZ1GEQ2b2BEI1wuKagnkrurqXn45cC1Wj3niZ5heL5/S/i6OfL8XIH0JefnAODnzt/HlQnwcMaJd4cCADLyihD33uZKl3PSqDD/kQ7WDE3xbtSiCPnZfi3hqFbh6T5sX7A352+Z1kjNXHkSM4a3QYgve+OtiuyvuDzUOQRzxsYCAH49ZN6QyES2rqCYd8/bu2aNXLHttb41LqdWCfjXA7HoG+5vhaioeSM37P+/gWYt2zbIE11DvbHgkZgGjoqIiEgae2cMqHS6q6MaL/x8BNfS2BAiJ51CfTGxe/NK572z6hTvbJfQvx8yvTF2/vYLxmGuSR7UKgE5hVrmRcHyi2p30yXJg0YlIK9Yx2NPgdQqAWoB0OqYOyXycTUUhLLnf+Wb1CMUvm5OuJqah6T0PCRnFuBWdgHScouQmVeMnEIt8ot0KNTqoNOL/LwlqgeNSkABPzdJIbxLbv6oyf8md8FPT3bF8md7YOY9bdDInTdrKZW7c1k/cndy6tc7rD3wdnXEobcGYVznEDje1UNhoVaP0OlrcaLcsNZUvQc6BuODMdF4xowizxHRTTC0bWPcyMjHpds5uJqah+sZ+UjJKsCdnELjOWxBsQ7FOj3PX21ImyaeeGVQONqW9EC97kQyev9rO45cTZc4MvmSdQ+hpZYeNNyB8g67/CU75+6kqXMPhGRbLt/JxYB//1Xjcs/2bYmHOodYISIqFejpjEVPdMHEHw5Uu9yvz3SHrpCFMEREZLuaeLkgLsQb8dcyTKbnFemw5vhNrDl+02T6SwPD8erg1laMkO72UOcQLNp7pcL0yvK16Iku6NuaNx1ZQ9sgTzT1djEO2fXppnP4dJNheKQlk7uiV7iflOERgNPJhjvUh372NzZNrfnGPZKPRiVFTU8uPoRDbw1ib8gKc/52HjLztQibsQ6Js0dKHQ7VkgggPY/D5ypSSZvqffN3Y88M826MJnlauCcRC/ck1ns9D3UK5uh+RDU4dTMHNzILMWdjAt4YGil1OETV8nR2wPJnu+OBr/ZWu1xqThHGtG9qpaioIbk6avBI5yD8dPAGAOCbvy7imb4tJY5K3vzcnTD7gVjMfiAWz/10GOtOJJvMD/F1kSgy5VGrBDzazdBRwTd/X6p22Xu/2GXx158+PBJT+H5XhFcGtcYrg1rj4e/2Yc/FVADA/V/uwfguIfj4/liJo5Mf2fcQCgCpOYVo4eeGiT1CpQ6FSFIsBqVSTbyca1xmy6t98frQCCtEQ+X9uPtyjcWgANB21kasOXnLChERERFJx8PZ/HsQIwI9GjASMod3LYZMNud8lCxj1bEbxmLQuzX2YvGaHPiWFBU+0rXyXnZJvkp7aQpt5ApPZ/N6wSH5aOxh+N56aUAriSOhulCrBLg6qaUOg+rAUWNoVrqnXZDEkVBdPNbF8oU7vTk6FVGNgkp+u3UK9ZU4EqKafbIhocZiUAB4ZVk8QqevRej0tRxZxga4O5adm/t78HqTuaYui69QDPqvsbG1us5KZRJnj8T7o9ta9TXDA9yt+npUf/q7en4dHcebEyqjiB5CB7YJxIJdl7Fg12U82bvmboKJbFVjT2ckZxVIHQbJgLODGhc+HI4DiWl4+Lv9lS5z4HIaWvEExuo6Nvcxe9mE5BzcEx3QgNEQERFJa+f5O9XOZ29e8rJg5+Vq5zNf0vhqx8UK05gLeUnLK0a4vytvZFagzHxD74QvDwo3FjiRcmw5mwoBwIsDw6UOhWpJrxdRrBPh5siCUCWKT8oCAIztGCxxJFQXVY3ky/NLooZ14EomNCoB/SPYHkDyV9l1iJrkF+kaIBKypm92XzP+fX8HnueZy9mh4m+ahzpx9M66+vqvi5i9PsGsZd+5NwqTeoaZve6sLMPvGE9PzzrFRvKx71Ka8e/xXULQrUUjCaORL0UUhDZyN1TPbz1ziwWhZNdYDErladQqNHKr+g6tYp0en205h+wCLfKLdRBF4NXBrXlXVwN5e+VJLK5kiNXy+kf4o3WgB7R6EQt2XcbiA9eRW6SDm0tZTlwc1Xi+fyv2TkNERDZtUJsA9A73x75LqdCLIlwc1IgL8YZQVeskWcWei5UX8A6MDECf1mX5auLlgjA/NytHZ7/+b0QbTCjXA/0790Zh1bEb0On18HBywMA2ATx2JBYR4AYfV56/K1Fpww177lCm+9oFYsvZVDioWcyrNKW9eaj4/aVIbZu4Y8XxFHi58LtPiX49ctPk8Vsj26BXuJ9E0RDZjyGRfjidnCN1GERmSZw9ElqdHoVaPQqKdSjQ6rHxZDLeW3O6yueM+HynyeNXB7fGS7xxi2xQSlYBpi8/ju1nb8NRrULwXUPDe/P6UJ1cvpOLsV/tQWpuUbXLtQ3yxJvDIhHi4wKVICDxTi70ogi9aBitLNCTo1rZsn2XUvHrwWsm0/zcWftSFUUUhP6wKxEAMG9cnKRxEMkFh9OkUiLEKufNWnWqwjQHtYD3Rkc3ZEh260ZGzQXb28/exvazt02mLY9PrrCcj6sjpvRtabHYiIiIrO1GRj62JtxC1zBf7L+cVmH+ljO3sOXMLZNp/xoby7unJXQ8KQM9W/khITm7wrytCbewNcE0X7um9Uewj6u1wrNbuYVaTFt+3GTaO6tNG2DmjI3Fgzx2JHX2lmFoPFEUWZyrMNkFWgDA6RtZ7K1Jgf48lgIAyMgrYlGvwpR+Vt49zBspw5Frhp51Dl9Jx4iYJhJHQ7VVUKw3/r13xgA08XKpZmkisiQHNX8rkHJo1Cpo1Cq4OWnw6q/x+OPI9Vo9f+7mcywIJZtzIyMfPWZvMz4u0ulx6XauyTIZecXWDkvxMvOK8eIvR2osBgWAUzeyMLHcjfOViWzsgabeLpj7jzjexGZDBny6A5fumB5vi57ogr6t/SWKSP4UURDarYUv1hy/ied+OoLfn+0hdThEkosKYjfWZBDZ2BOJs0fiP5vPYd7W89Uu++6othjXhQ3FDeX7iZ0AAKHT19Z7XR7Oivh6JiIiqlLfOdtRrKu+gb91oDtUggC1SkATL2f0a+2P/CKdcQhDQQAECFAJhqIBoXQai60sLrugGKO+2F3tMqX50qgF9A73h7ero0m+VIJQkjNDjlTMlUX8tP8Kbmaa3njk4aRB68YecFSr0MTbGb3D/ZGZVwxBBagFASpBgEplyIm6NC/MhVUU6fRw0nD4YyUp0hmKYgqLObyhkuUUalkQqjClhaD8dlKmIq3hs5OjECnbU73DkJxZgPTcYjg7qODsoIaTxvC/s4MaahWPUCJLcnFUI7eQ55ykHCeSMvHG78eQU6hFUnp+rZ8/Oi6oAaIia9Hq9NBwJIYKzD0/yi/SwcWR14fMseb4Dbzw81GLrjMhORsJydlYc/wG7m0XBAGG66R5RTqoBMCxWGe8lq1iu4MiTPv9uEkx6JyxsQj2cUVciLd0QSmA7CtORFFEep6hErwuJxtEtujPo9fx9j1R8HHjxW57tf9SKv7x7T6zl//60Y4YFt24ASOiUkdmDsbpG1nQqAWMq0WOyvvnnyfxzz9PYt1LvVkATkREitSxuQ/2XarYM2h551LKhko7dSMLW85srfPrJc4eWefnEqCtoXgXMM3XyetZ+GrHxTq91p/P9UD7Zj51eq49erxnGIp1IuZsPGucll2oxeEr6cbHtemlY8/0AQjyZi9QDWX/pTT04V3pihJQUsx06kaWxJFQXYQ1csHl1HwcSkxnr9UKo1EJcNaokFXSSy8pS3iAG7aeS8W+i6noHOordThUR9/tvIzvdl42a9mYpl5Y/WKvBo6IyLYdSMzArZwiHLuWgXYsXiCZO3A5DQ99s9esZQe1CURoI1c4alR4uGsznpcrVFJ6nvHvFwe0YjFoFQI9nY3Xoft/ugOX7+qtsFSbtzfg9HtD4eoo+3IsyTVuwCHeS9vbG9Kxt4fAy5W9kDa0QVGBWHbIMFS8IABv/F42otalj0ZAxZvZKiX7T6CLt3Ox+0IqAPAHJ1E5ecU6sBnVft3dHXZNpiw5XOMy88bFYXRc07qGRCV83RzRK9wPG07erPe6Rny+s97raObrig2v9OaPDiIisqqm3q4Aqi8ItaS49zZBpxMR4uuKRU90YW9FtaSz4nCt9325Bx7OGuj0Ip7p0xIvD+LwYdVxUKswJCrQpCC0Pob85284alQQRRF60dBDW5CXCxY90QWNvRruAqytc3VUI4+9PyhS6eXiv8/fljQOqpvIQHdcTs1HdiGLCpVGFMt66CXl8XYxXGPace42XuRQsHbhRkY+vv7LcEOYKALNG7lieHRj9qJEVAuOGkNxVRP+7iKZ0+tFs4tBAWDLmRTe/GsDAjzKPptCWNRrlu2v9wMAzF6fYDxPKs/FgdeIapJdUIyxX5v/eSNHY77cjRExjfHq4Aj2sN+ABkcFGouxC7U6RLy1wTgvr1gHdyfWQVRG9qX9y48kAQCGtW0MX/aGSHauhb+b8e99F1MljISklJlXjBPXMy2+3hNJll+nvSnS6vHPP08gdPpaTFlyROpwAABX0/KMQ3kRERFZy78faoeuYdbrLSgjrxjZhVqcvpmFkw1wnmTr/NydsOGV3lZ7vewCLfKKdPjPlnNWe00ls+QwyDmFWqTlFiE9rxiZ+cXILtDibEo2jlxNr/nJVKW8IsPQj8/9JI/fAGS+0ob5Yp2I5MwCiaOh2jp23dCz68wVDdvjB1meIAB6ETiTnFPzwiQ7uSXfe4evpCM9t0jiaMgaUnOLMHt9AmavT8AnGxLw3E9HTHqsJ6KaXUkzjIK568IdiSMhqp5KJWD5s93xQv9WZj+HN0cqX+lvYwB4c/nxapaku00bFoHwAHeTaT1bNeKNM2ZQqwR4uSi7d83Ld3Ixf/tFZOTxd5G1OGnUeH1Ia+Pj6FkbJYxG3mRfJvtEzzB8teMiNpxKxv7LqejR0k/qkIgkc+l2Wa+QD3QMljASktLn287j5/1Xa/28tS/1QoCHMxzUAjRqFRzUAhxUKnahbUFHrqbjpzrkpjLRTT3ROtADT/dpAQ9nB2hUAlSCYPhfZfhffdc0IiIiOalpWOrHujWHRi3AQa2CWiXgyJV0nE3JhkoQ0CrAHf0jAqAXRTioDd93apWAAA9ntA3yhFolQBAAoeR70PBPBWdHFZw0vAhdFy383Kud/3SfFnBUq+CgVsFBI8BRrYKTxvBYLwJ3cgrh6qiGWlV2btKjpR+cNCpjvlSCALVQkk+1wDvlzbTuhGnP8/0i/NHEywXODio4O6jhrFHDyUEFZ03JYwc1nB1UcCqZV7pcab7U5c4l1SrB+Byqu8hANySk5GINR7ZRnPySoqbHujVnL7kK1C3MB3/EJ2PtSzz2lEYQBDiqBUQ2rv78g+TJo6T3lU8fbAcfduJhE7qE+SKqiScc1AIEQUBNVxnD/NzQsTl7giOqjT6tfPH3hTSMahckdShE1cov0uG91adxzMxOZO6JbYLIxp4NHBVZW+KdXIT6udW8oB3bdf4OHl2wv9J5UU08ceFWDloF8PdOdVwdNTg2awj2XUrFuG/31bi8m6MaIb6u0KgFqFUq4/VN0/9LpqsFOJR7rFIJ0GuLoVELcHV2qvh8tenzNSV1FGqVAAeNytgGUf7aqqbk70BPJ+OITCwEto6cQp3J4+1nb6F/RIBE0ciX7AtC9eWGriu9SEtkr/q09sff5wzDmH3790U83aelxBGRFKYNi0SbJp5YGX8dO8+bfzfpyM934ZGuzfDuqLbQqGXfQbQidWvRCIuf6IJ/rjiBayV3/NbVyetZOHk9Cyvjb+DiRyMsFKF9EmG9YXCJiKhMTb0D/G/flSrnHbichgOXzRtyfs7YWDzYKaRWsVFFNzKqP3f59u9L9X4NdycNTr47tN7rsTc9W5neGLvjbP2Gtl7zYi9EN/Wq1zrIVEKK4ebN29mFCPRkUaGSlP5S0Kh5wV6JUrIKARh6niZl0er0KNKJ8HKWffMEVeJ2jqH3Gzf2BmYzSn9/+bk74vcpPYy9+Or0IkRRRJFOj2BvV3i5KrsHJyIp3SzpjZ5XqknOCop1eGnpUbOLQQFgzfGbcNIcw5yxsey4ROHmjY3Cy7+fBgD0+3QHdr7ZHyG+HD6+KoeuVH3t+rudl/Hdzsu8BmemXWbWO+QW6ZCQnN3A0dTdI12b4cP7YqQOwy68MKAVvv7rovHx4z8exP3tm+LxnmFoG+TJ76MSsq4IEkURH649AwAYEhWIgW0CJY6ISFoDI8uq2ru3YG+59spRo8LYjsF4tl/tC4J/2n8VWWwoaVB9Wvvjq0c6Wmx97Omk/mru14CIiBpCVn5xg7+Go0bFnmksRKvXN/hrvDDA/OHGqEx2geWOpcjGHryY34Du+e8ubEtIkToMqgWt3tAk/+PuRGw/e0viaKi2DlzJAACM+3Yf1t/VmzLJm7qkcWbv5QxpA6E6ScsznJs8+9MRaHUNfw5J1nMnpwj9Pt2BvnN2oP+nOzBo7l8Y/J+/MfLzXWj33iZjgSgR1d7523kAgG0JPOck+dp7KRWbT9f+N+3yI0nG31akTKIoGotBAWD68EgE+1Q/+pO9c63h5qiW/m5o3ojX4Mzx+tAI/Ph4Z6nDMJuxh1CVAAe1AGcHFdwc1ey0worcnTRInD0Slz8u61Trj6PXce8Xu9Di/9YhdPpafLblHK6l5dn1b1ZZ34L7ws9HsfbETbg5qjFrVFupwyGSXPk7SO79YhcO/HMgAjzY+4i96tHSD4mzRwIAHvhqDw5fSa9y2Ye7NoO7kwbP928FLxfeyd3QzO3RrCYLJnbiUBtERKRYXzzcAa0Dz2Pu5nMWWZ+jWoXDMwfBw5nnMg2hVYAHDv5zEDp/uMUi6/vi4fa4J5ZD4VlCu2Dvej1/5fM90S6kfusg83UK9ZU6BKoFF4eye+XvZBdKGAnVRZCXM66UjM7Rwp9D8SlJ6TB6R5OyOKyeAgV7l12Pvp6Rj+aNOJyovWj5f+sqTFv8RBd4uzpAJRiG1tSoBMPfKhVUKkBTMtRm+X+lw3OqBYG995DdWX/iJoa2bSx1GESV6h8RgBXP98SY+burXCbQ0wl/v9kfasHwWc7zONvj5eKAKX05SmlNnu7T0jiaqyiKWHXsBl5eGm+cf/F2LmLe2WRsy6fq9Y8IQOLskdDq9Mgp1CLuvc1Sh1Ql3V0F8MU6w+PSz86T7w6Fu5OsS/FshiAISJw9EqIo4sKtHPx59Dq+3GHoOfSzLefx2ZbzJssnvD8Mzg72M9KFbN+FxTo91pbc2b399X4I4JBbRGgbZFoY9vaKU/j6Mcv1REjyp9XpETlzQ63utLu/Q1N8xO7JG9zZ5Gx8vu08TiRlIq9Ih0ZujsZ5OlFERl7lPTs5O6gMFz8FARDKhrpz0qgQ5scL6kREpFwFxTqcS7HcEC5erg7QqGQ9yIXiXa9h2Pja8HZxrHkhMotKJeC5fi2NF7Nqy53D8Ta4pU+0x7gfjgIAYnmxX1HaNvEw/v3G78fRK9wPTbzYC4pS/G9CO/T5bB8AYOhnf+PozMHwceP3j1JM6NIUiw9cR1aBljcvK8ykbsGYtyMRANB3zg4cmTkYvjz2FGPNlE7441gyNA6OOJeSjR1nb9drfRN+OFCv5++a1h/BPuw9i2zf2LjG+D0+GSvib+CRbs3RmTeSkUzFhXgjcfZI/HXuNibe9Rk/vksI3hoZBSeN/RTT2AtBEPB4t2D8uC8JmfnFGD1/N1Y+31PqsBRDEASMahcEN0cNnlx8yGTeltMpGBTFkZDNpVGr4O3qiKMzB2PnhTtQCwK0ej2KdSKKdXoU6/TQ6kToRcM/rV5EfpEOey+monkjN+QVaZFbpENSeh4u3c61evyBnk5Qs1De6gRBQHigB8Z2DIaniwOOXcvAxlPJuLukJiOvGI297Oc7TLatAg5qFf7RKQTLDl1D739tx4sDWuGFAeFSh0UkqUOJpj1APty1mUSRkFSupeebVQw6b1wcRrUL4p15VvTT/itYe9y8Ieq6tfDFc/1aITrAERqVAE9P9gJKRES2J6ugGGvM/G4sNeveKDhqVNCoBLQKcEfH5mwgsabdF+6YvWx4gDsmdG8OR40KgiDg3tgguNQwVBLVXVXFoG/fEwV/Dyek5RbBSaNCx+Y+CA/0qHRZajifbCrLz6uDW0sYCdVWae+SANCjZSM0cnOSMBqqrSUHrxv/vr99U3iwAF5Rtpy9A3cnNXtOUaDNCWXnjPe3bwpPHnuKcik1Dz/sTWrQ1/Bw1kAUYWyo1+vL/S0CpZesB0YGws+d371kH1LK9UYfHsCezUmeMvOK0e69TZXOe6xbc7x9bxQc1LxZ21b1bumDH/cZzhFOXc+UOBrlSUrPr1AM2jvcD31a+0sUkfLkFWnx6cZz+GH35To9/1A1o6k2cnNEqK8z1CoBTo4lvdurDL3VqwUB6pKe7l0c1Fh68JrxefMf7oAAT6eS4eFV8HDWcIQEmfpp/xX888+TxscRgR5o3sgVF2/nYFznZnise3O76h0UkHFBKAB8MjYWPVo1wstL4/HppnOY1DOMF4jIruUUmvYwuOvCHZ5E2JkwPzccnTkYNzMLcCU1F8/+dKTS5V5eGo+DiWn4YAx7BrWWt++JwoMdQ/Dogv3IzK+8N9BS+y6lYd+lA9g5tRt7wSAiIptVl6Kax3uGNUAkZK6+rf0xZ+NZs5btFOqLx7qHNmxAVK3Px7fHqHZBUodBMAx5DAB7Zwxg75IKczYlB4BhRJafn+omcTRUW78dTQYA/PlcD7Rv5iNxNFQboijiRqahMEbN4aIV56udVwAYbubi+bvybDpT9U1gYX5umD48Eq6OajioVXBQGxq+HTUqOKpVcFCr4OfuxBvBiOrg4BVDcdX5D4ezoI5k65eDVytMC23kim8ndEJoIze+d23cEz+dMP69c1p/CSOxHcOjm8BRw+PGXM/87zB2nje/w4Kq/Ph4Z3Rv0QhOJR0ZlMrKMly/q6mjptkPxNY7BrK+8j3CbpraB63ZaYK8C0Kvpubhjd+PAzBcXGAxKNm70qGkAUNj7YzhkRJGQ1K5mVmAEZ/vrHG5JfuusiDUSv46dxtbTqdArRJwX/umKCjWmdw9VJmP7othDwpWIqLmXnWJiMhyCop1WLgnEUVafZXLzBsXh9FxTa0YFVUnLbcIC/ckYtOp5ErnvzE0As/3b2XlqKjU3oupJo89nTU4/s5QiaKh6nT/eBsAwNVRja2v9WVxqAKE+BhydOpGFkKnr8XiJ7rwxlsFcXFQIR3AfV/uAWC4UfOJXixOU4LyjXKiKHKEG4UZFROIeTsS8e7q03h39Wl88XB73BPLm1SU4rk+zbHm5K1K512+k4tn/nfYIq8T4uuCdS/1hoczb4YnAoAwP1ecSc7Bp5vOYsbwNlKHQ1Spp3q3wJJ9V5CUXjaSQmJqHob852/jY183Rxx+axDP32xYY09nXs+og61nUkwed2ruw9Fea2nG8DbILTwBtUqAIAg4cDmtTut5/MeDZi0X7OOCVS/0gq+bY51eh+TlzWERWLDL0Lts+e+t0+8NhaujfdZkyLoc3cvFAf4lw0X8vP8qEpKzJI6ISFqryw25GebnxpNtO2VOMWipmStOolhXdTEG1V9BsQ4TfziA/+27goV7ErFwT2KNxaAA8NaKEzh1M8cKEdovfkYSEUnj678uYvb6BMzdfK7KZXacvW3FiKgm//fHCXy+9TwSkrMrnV96IYWs7+LtHIz/bp/JtOxCbRVLk1zkFemQmlMkdRhkBm8X0wvC51Iq/xwkebq70WbvpdQqliS5UgmAyHs4FS/hJj87lWTq76et8jrX0vKRX6SzymsRKUGHEENvZAfrWNxC1NBOJGWi/XubTIpBK5OWWwQ9z99sWsdQjr5groJiHZ776TBCp6/FO6tNz7GqG76cKhcV5Imn+7TEzcwCJKXlwce1YW8sSkrPx63sggZ9DbIeJ40aw9o2rjB93tbzOJ6UYf2AZEDWZbBerg7Y8mpffLIhAQv3JOLBr/bixLvsBYPs19/nyhrOSwvP3hvdFhM4VKNdmTE8Eh+vTzBr2f/tu4JCrQ7NG7kZh/hxdlDDzUkDVwc1VCpApwd0ehF6UTT5X6cXUawTMaZ9kN3eNWEOZwc1Vr3QE0evZhj3n14UkV2gxX+3XajyeXoReHhhPEa29YeTkyPUggC1SoBKJUAtCLialoesgmK4Oqrh7eoIAYZh1NSC4a4otQpQCWXLZxcUIyE5G6PigtDc1w0jYhqzILIEG5eIiKwrqkn1Q64AQE6hFv/35wmohJLvM+M/QKUSIBinw/jdd/d8dcm0hORsbDh5Ew4aFQSgZNmy/1WCgMFRgXiiZ1jJ3cWG71SVYLoelapseXW5GNQl82zZzczqL/Z7Omsw448Tle4fYw7L7T+hdL9Vkq+1J27iwq0caNSCMV+l/5ee3zzbryX6hPuXrBcV3h+qcjlWm7xu2bK2MvxsCz+3CtPGdgjGtN+Pm+wbdfn9rKr8va02/i1AozI8R6MueywIht5IL6fmAQBGRDfGkLaNS/JjeC2U/F2at9L9LgCAAAgoy03p80QR0OpF+Hs4WWu3SaaptwvWvNgLPuxZQDFKh6wGgCMzB7NXCIU5ecNQhObprMFfb/TnsacgYskP9UAPJ5s/z7JFSRlljaYXPhwODYePVZTy+TPX/42IRL+IAOMw8uWHkC+dxuuQRNX76eANAMBXj3aUOBKiyq09cRNZBdXfgPrpg+0wtmOwlSIiqbRpzGGWqyKKIrR6EVqdCK1ej8t3crHuROUjLgHArewCBHg4WzFCZTt2LQNTltS+t3qNSoCzgxrODio4adRw0qjg5FDyv0ZlnKcS9XDSqODq4mS4fgkBv+y/amxrV6vK/pVeL1WVXkMtd01aqxeRU6jF139dhLeLIzZO7QMvF/aKLwfDohtjw12joH3z1yV889clAEB4gDuCvF0QFeSJmKZeiGnqhWAfF5v9LSP7Ch9nBxUW7kkEAEzqGSppLERS2zN9AHrM3mYyzceVF7vtTXige62W//VQUr1e79CVNMx9KK5e67B1scHeiA32rjD9ka7N0e3jrQAM3c6rVYKhYLSkCLdYp8PaU5btIS1hw9laP8fVUY0dr/dDgKdt/SixzVM3IiL5y8wvrnJekJcz9KLh4o5eNFxE04si0vOqfo7Zqul9ZvHeK1i890qdV73w8c7oFxFQ5+fLXWpu5T0ZBng4Qa0SkF+sw5YzKRBLbhyySL6q8fbKU/Vex89PdkWPVn4WiEZagiDgvvZN8efR6wCARm6O2H3hDvQioBNFY070YvXHXl0cu5Zh9o1o5vjniDZ4qk8Li61Pjq5n5OPLHRfwz5FRUodCZmrTuOz3dYf3N2Pba33Rwr92v7lJOo5qAUU6EVkFWrR/fzP2TB+AIG8ObagEpY0tN7MKa1iS5KhTcy8sjzc0srV/fzP2zRgINyfZNzVRiUJt7UeT+mhdAj5al4CIQA+sfKEnnB3UDRAZkX34cvsFvDs6WuowiCqYNiwCz/VviYzcYpxJzsK8Ledx+qbp6K2v/3YMLf3d0L4Ze5C0NZdul41o+Ommc3hhQLiE0cjXx+sT8O3fl8xevqCIo3jWRvNGrmjp74aLt3OrXKZ1oDucNOqSDpoM7QuiCGOHTSIMN6fnFWmRU2iYVzpfp9Mb5kMwtkvoRUCvF6Er13GWVi+a3dlQcnEB2r27iTcZy8SY9k0xpn1TAIb3RlaBFmduZuGPI0lwddTgZmY+rqXl4/udl1CsK0ty4uyRUoXcoGT/K/2lpfEAgDFxQXh1cGtpgyGSWBMv02Kt/f83EIE2VsBFNRsQGVjll1J2QTFi3tlksdfydNbgLTZm1lljL+dKc7XpVDKe/l/t73BqKHlFOtzKLrS5glB9ydm6jd7UQ0QkWw92CsGDnUKMj7U6PWLf3YS8Ih1uZCpzCJbopl5Sh9Cgdk0bYPL43v/uwonrmbiVrdwijUgzeqpViv/8Iw7/+Uec8bFOL6Ldu5uQI+Oh4x3UAlxKCgUEQUAjN0cMj6k4ZI+tCPd3xfnbhp5Vv9t5GUHeLni8Z5jEUZE58u66meDUjSwWhCrI0z2b4Yu/y274+GRDAuaNay9hRFQXoijabG8ctsqvXENndg09iZH8/HNYK7y77nydnns2JRuRMzcAAB7oEIzRcUFwLOl5yUmjhpNDxb8d1Soe40QAPJw1yC7Q4lhSptShEFVKEAR4OjvA09kBfeZsr3QZN0c1GnvZVjsSGdx9Yx3P0Ss3MqYJFuy6DAGGXiJr0qyRa8MHZUO8XR2x9bV+Fltfem4R2r+/2WLrq86nm87C3UkDQQDigr0xPKaJVV6XqiYIArxcHNCtRSN0a9HIZF6hVod/fLMP8dcyAABx723C0qe7IczPDU4a27n5TdYFocU6PVYfM3ShP/ehOH7pkF3LKdTimf8dMpn25u/HseiJLhJFRHKkt/CNRlkFWnSw0olSTfzcHSsUKyhN6V1KrQM9ENnYAwnJ2VKHZHTPf3dJHUK12gV7Ydkz3WvVA0Hp3Vtqnj8QEUnOw1lToehGSTp9sKXKee2aeuCnp3vA3YZ6RXJzUv5FD3POYf/RKQSzH4hR3LUGAYCXi4OsC0KLdSKKdWXxZeYXo9cnlTcoNQRnBxU2vdLXahfeB0f64fztq8bH764+jXdXn8Z7o9tiQvdQq8RAddPIzXRIrxd/OYoXfzmKJZO7ole48nsZtnW9WvmaFISujL+BlfE3MCAyAF8/2hGOGg5jLWcDWjfCtnOp+GF3Iib3YhG9krQJdDN53HbWRgBAbLAXfnqyKzycOVyinN2dv7pafiQJy4/UPDLVsLaN8fVjHCKbaGDrRlhxPAXx1zJYaEWycyU1F33n7Kh03pGZg+Hj6sD3rI3re1cRsD3nOzmzAP/35wlsS7hV73UVFOvYs7qEVFZ8H/+8/6rJ451v9keILwuC5cpJo8Z/x7dH738ZPvsy8oox7LOdAID/jm+Pe9sFSRmexci6xepYSTUuAKw9cRP3xDax6y8fsm+Jd3Kx+0KqybTRcbbxQUSWcTU1r8q79mzBnZwiY4+PSvP9zkv4YO0ZqcNQtGNJmXX+4aTMdw0V6/RQ87SPSDEG/ntHtUO52LJj17ORmlOouILQFjPWwowb2W3askPX8OF90dDI+Avn4u0cDPz3X1KHoTgFxXqcSc6yWkHolzuvVjp98d4rLAhVqC1nUlgQqgAJyTmVTt+WcAt5RVo4ajhcm5xtO2e4zrn62A0WhCpMal5xpdOPJ2XiTk4RC0Jl7nJqfr3XEejpBFE0jMpjHIJTXzrMJqDV66HXAzpRxCPdmlkgaiLlW3E8BQAwkm3dJEOF2qp7mym94fafI9rgqT4trBUSWVlKlnJHCbK087eyLVIMCgAOat6k2JC+/usiZq9PkDoMAMAjXZshxNcVoghENvFgMagChPi64twHw5GSVYBr6Xl4+Lv9AAw3i2cVFOORrs0ljrD+ZN1iVX5YvtI79F8ZFI5XBnHoeLI/0U29cO6D4Wj91nrjtM2nU3B/h2AJoyI5CfRykjqEKv1vchf0auVnkQsdWQocabZnKz/jBVI5C/Zxwa/PdEegpzNKM1WaMnNyl5WVBQDw9JTHEK28rqZsehHQ8McykWL0bR2Ai7cvSx2GJDo394Kfu3zPw6oyPLoJ1p64KXUYkvF1c8SK53rK/rvGz80JIb4uuJZW/4Z7JfjX2FiMiWsKQTD0hCoIQsn/Fc9H5XTuOSTSD5sS7hgfX/xoBNQqnowqwd0/0Zg7ZWnqbTpc5ZGZg+HrxiJQpVn+bA+pQ6BacnU0vVn356e6okdLFtErxQcbLtR7Hfv/b5AFIiGyTxGBHlKHQHbu/K1cvLPuPJwcNDibko3sAvNGH2kZYJkepkmejr8zBLHvbJI6DFnoHe6PSx+NgFYvQi+KyMgrxsQfDuBsSu1GffRxdeD1hQbWoZmP1CEAAD4YE41HujbjDR8K5KhRIdjHxdhTaKl//nmSBaFrjt/AqRtZlorFhEYlQKOq2DDDi3pkz7aeSTF5/MnYWIkiIWvLLdTiuZ+OIP5aBtQqwfBPMPxvaBw1DBffxMsZNzPlVzH52IIDNS5zf/ummPuPuIYPxkpO38jC+O/2Qa0SoBIEBHo4G3MnQjTcJa/XQ6cXIUKAXhSh1emhF1Fh+E8PZ43ZP8rrIyk9Hz1mb2vw16nO60Na44UB4RZdp9wLcYmIbMHb90bh7XujzF5eFEX8djgJ+y6lVjKz6t6d9aKIlfE36hZkAzl4JRNJ6fmIaKysRp35j3TAfDOX1er0mL/9Iq6klfQCW8N3a+nsY0kZuCTTnmPTcouw71Kq1XqQrCsvVwfsfHOA2cuLoogfdifi9I0sCAKgEgABZb8ZRNEwfPv6k8kNGHXdfb3jIh7qFCJ1GLWmK9fd7pO9wsDr/cpxd0/JbKxRlty7fjv7uLJXQiVp5e+K1JwiHncKpL/rw/ON345j93Tzz1dIWrlFulo/59l+LaHXi3BQqzC0beMGiIrIfoyIaSJ1CGTnPtp4ASduVF/Y9tUjHdCxuQ+8XR3hqJH3jbRkGeXb0Vr4u+HYtQzoRBGtAz0UNyqSJahUAhxLfqfczMyqdTHooDYB+PrRjg0RGpXTJcwXibNHmr18VlYWRFGEm7sHtHoR2QVavL3yZK2vk75zbxR6hfshxNcVTpraj2xJ8hI2Y53x78d7hmJY28ZoF+ItXUAWVOdP78t3cvHCz0ctGUulAjyc8PNT3dAqwL3BX4tI7pYevGb8uzZfbqR8F2/n4K9zt6UOo0H9cfS6TRWELj+ShMz8yofQqi1rFIPKxe+HkyxeEEpERA3rrRUnsGRf5cMl26IVz/dEVBNPCAKQk50NQQC8vZRVDPrroWt48/fjUodhVWc/GFZWGAlDb5NKKEAZ+p+/a33RWc62vNoX/u5OEFSASjDc5GYoXBWgEpRbjDe4jR+2lgx9HBXkyR4BFESjEuDlokFmvhYvD+TvEKVpF1zWQ/C/Hojlsacw3i4OuHA7D08sPIgfJnWWOhyqhSZeZb3zjokLwof3xUgYDVnDVzsuGv/+YnvFHkZ/m9IdnUN9rRkSkWJ9vvU8Ph/fXuowyI6dvJlT7XwPJw2Gs3DZ7ni5OKCxpxOSswpx6XYuRs/fDQDwc3fEobcGSxydtNo388GFD4ejQKtHQbEOBcU6JN7Jw6ML9lf5nC1nbuFYUiY6NpdHD5a2qN27myzWDl8brw5ujUk9w6z+utQw9ly8Y/K4pb87urZoJFE0llfngtAwPzcsmNgJCckN0zAxZ+NZxDT1wsrne0Kl0AYBIksrLQj091DekJRUP7HB3jj93lAUFuuhE0XkF+kwedFBnEup/ofb3R7r1hyCALzQvxUCPJ1rfgLV2Vsj2+DFAa2w9sRN/PPPkxZZ57FZQ+DlIt8eT+Q0bGd5Yk3dmBERUb00cpPnuemQqEBo1IaRJzQqAX0j/DEsunG5Xtbr/ztTqcVrjWV2HuigFjAgMsCQK7UAJ40Krw2JgJeLg7FnfHu9LtDI3RFIqXk5S/Bw0mDWqLboE+4HlPQsqioZqr20p1GU9jpablpp76Olf6uqGebdVvULb4RnezfDVzuv4tVfj+HVX4/h0kcj7PZ9qzSf3tcGT/18AvO2nsea4zew5dW+dvPeVTpfVwe8OagF/rXlEt5cfhxvLj+O4+8MgaezfH83U5mne4bg0NVMbEu4hWKdHg5q9j6lJB/c2xpvrT6HFfE30DHUF491U/5wevbi8LSeuJlZCDd3d+y+cAd6UUSxToROr8dH6xLqtM4Hv95r/Pvhrs3wEYuEiSqY0qsZvt51FauO3WBBKEnqvw9G4cd9SQj0ckUjdyc4qFUo1OqQeCcX28/eRnahFqHT1+KfI9rgqT4tpA6XrOi9keF4+hfT9sw7OUXYcPImhkXbd5GwRq2Cu1pl7C012McVibNHQqvTo0inx7W0fAz97G+T53DkY8vKKijGueRsCIIAjUqwWjFo73A//G9yV6u8FjUsrU6Pf28+h82nU+DqaOjZ9XhSpsky93doKkVoDaZe/TsPbBOIgW0CLRWLkVanx5yNZ3HieiZ4/ZWoTCM3R6TmFuF2diFScwrRyF2eje/UMFwdNXB1NAxv+cj3+3E1La9Wz+8S5osHOgZDLQi4nVOItLyikh55hHIN7TBpdDf+X36+BYsobFFyZgHu+3I3bmYWWHS979wbhfMp2WWN7yX/q0x6Vao4zzhfVfnyakGotIcmtapsXUql5NiJiJSkhb+b1CFU6kyy4UYFUTT82385Df/acBZiyRhIIgxD0AMlhW51oBf1AACVYFrAUDo0d13/vttLA8MxvkuzOsVYmU6h8ro7XRAEnL6ZZdwHogjsvrAHomi4rUMUa3eDhwDBuPzdf1elqlyWxWh+vu6eN/uBWPRt7W92/KV2XkjDnouptX6eOSb1CEVciDdEiFCrVBjUJgCujvY3BJiluDqqcW90AL7aWdZb8p3cQgR4yKv4mirXNdTb+PfF27nILdLZ5ZB4SiQIAsZ3CsK/tlwyTjuUmIYBkZa/Xk2W5+xQNrReoZYFoUrTL7ys15Svd1xkQaiCOKhVOHItE2+vPdQg69925hZwX4OsmkjR9l5OBwAMaoB2daLa6Bbmg25hPpV27NFz9jZcz8gHAMzekMCCUDsT27Tyzl5O38y2+4LQqmjUKmjUKuw8bzrK5z2xTeDswN83lvTgV3slGUUpNtgLx65llNRGmLbHl94ILhovW4sl17EN7Q6hjdxMfveStL7ccdFk5INerfxwf4emcNKo8NfZ2/jz+Z42d31cllujUavQxMsZNzMLEDZjHbq3aAR/Dyd8eF80PHiHN9kpvV5Eam6R8XHHD7Zg4yt9ENFYWcNTUv1dT8+vdTEoABy4nIYxJV38N6SRsU3Qq5WfseFeX9KKX9qYP6pdEHxs+K6oW9kFFi8GBYB3Vp+2+Dot4eWB4RAEw2dUXkEhRACOjo4mhRvP9W0FL1fpvr9F8+tHiIioDkbGNMH7a07jTk5RzQtb0bW0fKlDsJgZf5ywaEGoq6MG04dHYvb6uvUAZGlFWr1N5etuH687U6eC0Ga+LnBzVCO3SGfW8uULVWtyMzMft3MKsfb4TQBATFMv9GzlZxy2XSi5Waj8xc3S1wDKimvvLogVqlju7jhNHwsmz61sWeGuZQGgoKAAAgBnl7Sy51ZSoVtdTJX9Xgnzc0OfWuYru0CLEV+ZFlV0+XArPn2wHUbHBbHISebWnbpl8jh61kYsfqJLrd8HJI0x3x42efzEwkMI8nLG5lf7wo2FvbL2/vrzAID72jdlEbYC9Zpb1iPk9Yx8hE5fW+Wy7Zt5Y1S7IACG7+XKTleqm45azit/NlA6z3je4Jxq9nPunl5+XlXTa/Oc6hQUFGBkdAAaYhCerAIt3l57vk7P3fpaXziqVXByUMFJrYZaLRg7D3BQswMBouocu24oYhkdFyRxJGSvNp9OwbFrGSguLoJaAFxdnKFWqaBWlXUSUloMCgA6vVjp9/v3EzphUBQLm21FQbEO87aex4HLaTh8Jd1k3poXeyG6qZdEkcnXs0sOY/3J5GqXWXP8JtYcv4mLH41Q7AhTcvPu6Lb4dONZFOtF6PUidHoRelGEVi/iwq3ajahaG/O3X8T87RdrXrAS4QHu2PxqXwtHRHU1pW9LzN18zvh41wXDcPHP9WuJPTMGShVWg5LllZYLt3JMimn2XjL8SO/espFFG8GIlORaumkBYHRTTwR5s7cRexQT7IXE2SMBAIVaHQ5eToefh6PhxEcP6ETRKoWfVVl7/KaxYbkyK+Kv48/neloxIuuKDfZG4uyRuJmZj5SsQmh1eni5OMBRo4JeNNwRJIqGhues7ByIoggXVzeIJfN0ooiMvCL8fjgJ605U/4NCDuZtrfkCckpmAT4bZ/1hcPgTi4jIOjRqFQ69NbjC9Ooahal6a17sZTKsUEMMMTSlb0tM6dvS+Pjj9WfwzV+XqnkG1cakHqF4uqQnDX+Puo3s0NzXBafeG1bpPL1exORFB7H9rKEHgjA/N2hUAvKKdCYNOFXZeMp0HPoT1zNx4npmFUvbn/Uv90abJuZXYOQXV160+/pvx3DsWgbeHxNtqdCoAVR2Q8OEHw4Yf3eTfBXr9LhSyQ0FNzIL8NTiQ/j5qW4SREXmOn/bcK2zdSBvdrd1R69m4OjVDKnDUJwNZ+5gxQu9Lb7enw5er/NzB/77ryrn7XyzP0J8Xeu8biJbd39cY/wRn4zjSRm4tx2LQsm6UrIM58eWsDUhhQWhNuTCrRyTHvPKu+e/u/DBmGg8yp7gTSSlm39Te7FOD7WKPURaQrcWjfD7sz0qnVdQrENqbhH0ehEqlQC9XjS2u+tL2uT1oogh//m7zq/vpFGhsZehNqd8+7MglLv1XDDMKx2t851729b59cjybmUX4OenumLDyWQs3nvFOP3LHRex7OA1eLs64P0x0ejR0k/CKC1LlgWhs1adNP7985NdAQBODmp0aOYtUURE0mveqGwozpimXlj9Yi8JoyGpFWn1OJucDRdHFfw9nFCs06NIp0exVo9Dd93BZa4BkQEQUHLiUnLCUtr1uSCYntCUH3ZcAEpOcEqHGDf8bXyOAMP0kmlP28kQE028XNDEywWnb2Qht0gHEYa85Rfr8OnGs9h/Oc1keS8XBxRqdSjU6s3q2SnIyxlj2je9Kw+CcV8bc2HMp2l+AEOPSKVd1wNlw7GWf31RrHqZsh7wDSfY2qIiCALg7FxyQlzyWo92k/ZmDnYQSkRkXaIo4mZmAQa1CcCWM7dqfkINnunbAu6OmrLe/Up7EyzX21/p37qSu4PL3yGsu/ufKEKnEysd6tv8Dm0MfRgVFRVDAODgWHPBZvmeDsu/zt09LXYNa2T1u+8LtTq0Dqh/MUbH5j7oE+5fYVvL9xRU2rN4kU5EsU4PrU6PIq0eOlE0OUcpdfd5UU3f66bLi5XOE8W7ciAARUXFAABHx7t7NS/tr0ow2a7S55UtVXYO7eakwUsDwy06JFBekRbvrT6NS3dyUazT4+T1TBTryrbv8p3cCs+5r31ThPm5Vewh8658lBJFGG9c0unLbmIqvXBqXK50v5r+V249onF9Zc+5exnTdVV3/mtc313TCwsNRXwOJTkz5/Vw1+vd/dtHgICoIE9E1nIkju/3XKt0+oiYxnhxYKtarYusSxRFfLr1coXpfzxXeSMDycuui1Vf//jwvhgrRkL1serYDTzbr2XNC5JsmDMywMTuzSv0FimW+7IuP8+c6ebOu3t66bzCwkIAhlFtzH1OZdOrU5fnVKWoqAiTugVbZF13e6J7CFo0coWfjwccVCpo9Xqk5xVh6rJj9Vpv739tBwBsebUPWlngtwWRrenS3At/xCfju52X8c+RUVKHQ3Ym0NMZ/5vcBfFXM5CbXwC9KOJIUk6d2hPPpzRcT3xkfdFNvbD99X64nV2IOxlZeG7ZKZP5dRnxxtatfrEXsguKkZFn+JdXpEVesQ7rjt/Eb4eTTJbVcwhDq3B2UKOpt0uNyx3/v964nlGA4V8erPVrFGr1+M8/4tChmU9dQiSJLdx9udrRWFNzi5CaW4QZf5zAX2/0t2JkDUuWBaHfPNYJ0bM2AgCig73gyWHiiUyw5xb7cy4lG2+tOIlLt3PqNRxrS383+Lg6Ylh0Y0zuFcZhfBrA1dQ89JmzvdbPGxMXBGcHNZw0KhTpRGw6lYy37mkDb1dHqATBWNji6qhG2yB5DtGQlZUFAPBsiPGs6qD0hxZHYyAisq5/bzqHL7ZfsNj6/tEpBC383S22PkuS23dfXXX/eBvScut+jlmqdaAHXh4UboGIrE/OuTx1IxMjP99V6+fNfaidTZ/vyyln/u4Vi8I5tJoyVHaMbHm1L1oFyPN7h0yF+1fsiY492ChPmyYsHFMaX7eK7TXNfF3ROdQXAPBEr1DZXbuS03mDOUrjbQhOGhWGRvmb7IsbZvQwbw5HtQrerpYf3YDIFny323ATGXsHJan0DvdH73B/k+9ErU6PtLwiFBbrUazTo7jk5t2nFx/CjXKjuZb30kBlXvehqoX5uSHMzw3/Xn/DZPqkHqEI9qm5yM4eeTg7wMPZASG+ZdMiAj1MCkJDfF3gYsGbxckymno7Y8/0Acgu0MJBLUCrL+20QIRWb/gc1OpEFOtLpun0uHQnF3M2nkW6Ba6fk/X8b28iZq48Ve0yXzzcHpGNPaBRqVCk0yPEx7ZGPJBlQWh+UdlQW5du5yIuxFu6YIhkZERMY+MQ0k8uOojvJ3aWOCKyhtXHbuDFX47W6jmTeoRibEfDXeSCAGhUKgT7uMDNSZYf+zalLsWgALBo7xV8N6ETBpcMtTF9eKQlwyIiIrKaBzoGY9WxG7ialmeR9Q3491/sZaaBfTgmGs/+dKTe6/nlwFW08HPDU3bSI7y1XEmt27E09uu9WF7FUEpkWc3KNZBwmHHlOvPeMLg4srFGSRw1KuPfPPaUayZ7SVMcXbmuwy9/PMKmb0CxRe+tO4/f4w1tDC4OauhEEXq9YQSFmjqxeqZvC8wY3sYKURLZHge14bOytqMREDUkjVqFAA/nCtN3ThuA99ecxsI9iRXmTfjhAADeBGmLgrxM3wsL9yRi4Z5EfD+hE1yd1HB2UMNRrUKIjyu8XNmhW6lzKdmVDkV+LS0fYTPWYdPUPmgdyM9+OQkyozfR8o4nZWDOxrMNFA01lEXlhoWvygs/H0VEoAdWPN/TJq8J1qoyKKdQi/UnbhqGs0XZMLL6u/4XYRhOrHQaYBgSTl9uHkTTx/qSsWeLdSJWHbtufE0WgxKVeaZPS2NB6P5LaTUsTbaiT7g/BkYGYGuC+UOuRjb24A8xCRxMrN9x6VSuMYvqT13SNWj5hgoiImp4YX5u+PvN/lhx9DpeWRZvkXVmF2gtsh6q3PCYJkicPRKh09fWe13x1zLqHxCZGBAZUKfncWQJ69mfmCF1CGQBJ29kGnu3I2VIzio0/l2o1cFJY3sX7+2Bjxt7E1Sa8tdZwmasw7RhkXi2X0sJI6LaKC0GBYCerRqhZYA71IIAtUqAyvi/YVjMDSeTcf5WDsL83ODupMEjXdgDM1Fdhfq6ICElF4925XFE8pVdUIw/jlxHfrGu0mLQ8jLzi60TFFnNoEg/bDuXis0Jd0ymP7n4UKXL//lcD7S34+Gzv/v7Ej5cd6bG5Yb852+sfL4n2rHuiciqtrzaF0VaPfKLdMgr1iKvSIf8Ih2S0vMwZUlZ5xhnU7Lx++FreKx7qHTBNpBaFYSuO3ETb/5+3CIvLAiAAEAlGH5kQjAM6SpAQLCPCz4f1x7dWzayyGsR2YrSu64A4OBbgySMhKzJy9UBCyaV9Qb74+7LeHf16QrLbXilNyIbK2PYI1u183zZjyQ3RzU8nB2QnGUYVsPb1QFP92mBKX1aQlVSqKi04aqUxq3kTp6MvGIE2+9vUiIiSVxLy0ORVl/n5z/fvyVeHRxhLO6nhnf0ajq6hvli/+Xa3eASF+KNj++PQZsmPJ9pKM4Oanz9aAeTC1WV+fHxzugfUbfiUaqfJl5Oxr+1Oj00at7opURXU/NYEKowHs5ll7Yv3spFVBC/i5ToSmoumjdykzoMqgXnu4a+XHfiJgtCFWrLmVs4fSMLxXoRt7MLK8zv2aoRvp3QCWF+PEaJ6mvDGUPbwburT2HuP+KkDYaonNxCLSYvOoh9ZnRE1CXUF79O6W6FqEgKThoV0vPML/S191EpC4p1NS9UYsuZFBaEEknAUaOCo0YFT1GD+GsZuJ1dWOEa+zN9WuDRbrZ5w06tPqWLdYYGvTUv9kKgpzMEwVDQWVrYKajKijxL5wGlRZ+AUO5/Iqq9x3uG4rMt57Hj9X4VLryR/fh5/1Xj318+0gEjYppIGA2V9+rg1nBxUOOTDQn4+aluPLmXWGmPq/qaxrsiIqI6yy/Soc3bGwAYijIc1CqIoliri4elopp4ItDTCRN6hEItCNh1wdBYEhHogcZeFYevorpbdvAqpi0/AQDwcNIgu7D2PbC2DfJEvwh/dA1rhFvZhbiVfRsOagHdWzTib34LWX/qFr7ZfQTXM/JRWEmBdWywFwI8nDBjRBu09HeXIEIqNaZdY/z3ryuY2L05i0EVqHdLH+y8mI77OzSVOhSqpWBvZ2hUAloFuLMYVIFmDGmJjzddRHJmAQtCFcjdSQ0njRornu+JprUccpGk9fcr3fDOuvNIL9Chlb87RAC/H06qdNndF1LR/9MdiCq5+UsQSjt7EYyPAcB49l8y7nzJIIEQUTKqoGGAQIgl1+hK5xXrRFy+k2t27Ktf6IWYYI6KRcr2x9Hr8HZ1xNv3RkkdCtkxvSjiqcWHsPP8bRQUV35D98LHO8PNSQO9XoRQ0oN0W55z27x/jYnE9kvZuJaWh/S8Iqw5fhOj2gXhPyxkr+DFgeF4cWB4hemjvtiF40mGUXvGdwnBwMhA9K/j6D9EVD+Z+cVo9+6mKudf/GiETXdKUqey/QAPJ/h7ONW8IBFZVPNGrlKHQDIwOi4In246h3dHtcWwto2lDofu4uxgaABu5svjlYiIbNe+S6kY9+0+k2n1Hdb99M0snL4JbD97u8K8xNkj67VuMth5/jYeW3DAZFpdikEB4NSNLJy6kYX52y+aTH9zWASe69eqzjGSwckb2Zi28my1y5ReXH6W+1tyvq4Ohv/deK1MiQI9nODn7sRidgVyUKsQ4uPMoniFupNTBJUAxDXzljoUqoNmPi5o7O2KEF7/UhxvVwd8NjYKHh4emLnyJJbsu1rjc07fzLJCZDU7mJjGglBSrFExAVh14hYA4Ifdl1kQSlZ38nom7vnvrgrT3xgagabeLggPdEfbIH7G2js/d0dM7hVmfHz4Sjr4U9l8X+24aLxeBwC/HLiGN4dGwobrzYhkzVGtQkt/N1y8bXoT2u9TuqOTHYwSZN/9OBMRKVBpI9X4Ls2MQ4+T/PAHkvTYLygRUcNJrEUvLubq1crP+Hf579GxHYMt/lr26tJty+QtxNcFzX3dKpzvuDtp8HCXZhZ5DXt3I7PA7GXbsVFccqXnnfwNoEw6UYSGv60VS6cXoVEzf0qUkl0IvQjoK++UimROpxdtuicVe5BXpDOrGLQ8D2cNBBiuTxt6Ci35G6W9h5b9Pa5zM7QL8YIAwThPVdK7aOlIgoIAJKXnIzO/GGoBUKsEYy90jmoVhsc0RlF+LlSCAE9P9kpHyqbVG3419G3tjy8ebi9xNGRvKruxu9ScjWcR5OWM9S/3sXJURLbnkw0JFaa1f38zeof74X+Tu0oQEZH9ysgrwou/HEVeka7CvOim9nE9nQWhREREZNMEsIGCiMjSxnVphnF3Ff7p9SJ0ogidvuSfKBqm6UVsOJWMf/55stJ1xTT1wvJne8BRw2GWG9rEHqGY2CPU+FgsyZe2XM50OhHX0vMw6ovdla7jka7N8MGYaPak18CGtPHH8Tb+8PT0hFanR6FWj8z8Yrz0y1EcupJuXM7XzZFDlMtA6fCnPCqUScuiJkVj/pQrKaMAjmoBepG3cyqRVs9ieqVavD8JX+68ivziig2jNanNqBDztp63yEgP2gK+z8g2bEm4AwD469xtnrtQg7uamodXf43HzcwC5BRqkZlfXO3ywT6ucHLgtQUiS3JzVCO/WAe9aOjkiYis62BiOnaev1Nh+tkPhsFJo5YgIutjQSgRERERyVKRVo8rqWW92ZUW91ZVg1Q6vXyRknDXvPLrMXmOyYrMW670dbLziiEA0KmLKn+d8tOqWU9N8Va23bXZLkEQoNOLEARD4V6F51u4uCs9r9iYv8piK6+yOISq5leyP4QKf1RcLju3CAKAYlVhja8joOLKK329Wqynsu0u0hq6QyrU6qrdrsreIyavI5PCPJVKgAoCHCr5LT1vy/lKn7P99X4I83Nr4MioKoIgQKMWcPf1j+92Xqp0+QP/HIgAD2crREbladQqaNQq3MjINykGBYDVL/aSKCqqjEw+jqmWtDoRDuxhUrF0LEpTLAe1CpGN3eHmxCYKJWIxtnLtuZSOvCIdXhrQCi6OGrg4qKBSCRBFw2dqqap+AxvmVX6dovzDfhEBlg2cSOH6tPLFlrOpWPtSL7g68rtPyZLS8/D3uTvQiSLEkpuh9SKgF8WSfyV/m0w3XI/NLyyEKIpwcHCEXhSh0xvmiyXLlK3TMN3w2HQd5V+n9Ebf0tcp/SzfeykVANA73A8t/d3h7qSBm5MG7s4aaPTF8HTWYGi7ZrzBlMjCtr/eD/0/3QEAOPXeMGmDIbJzg6MCK0xb91JvuykGBVgQSkREREQy5KhRITEtH33n7JA6FLtWvrBULwJNvV2w7fW+1f5gcii5kPjVzqv4amfthp8jy7m78U4vAi8NDMerg1tLEk+ApxNu5xTi8sf17yGGGp6vmyMAYNETXdC3tb/E0VCpIG8XtG/mjZsZBUjOKkDH5j5o6u0idVgEIL9k6CHnyiriSfYMQ46zIVSpDMNWM39KVFCsgys/NxWrSKtnD/8KFtvUA68OiZA6DCK709LPFW2D7GOIUlv2n83nsfxIUq2fpxIAlSAY/lcJUAkC1IIAodxj4/yS/wVBgFpVNk0QUPJYgFB+WZXp87qE+SLY2wVzHmxX4QaOrKwsAOBvIKIG4OXiIHUIdJdLt3Pw0tKjyCvUQafXG26AEgRjsX1pUb1YUmyv05sW4peOggYYPmNJWQ7830B0+Wir8XFWQfU9ZtsaQRSrHpPlX//6F7y9va0YTv3cuXMHfn5+UodRb5bajps3b6JJkyYWiMh6lJjDhoi5NHfcH9ZjybgtdewpdV9aQ0PuG2t/dtpanqXcnspyp5T9yziVnT/AvmOt6nNTjvuEMVVkzvee1DHKndy++6rCPNbMmvuIx55lSLWPlH7eUhNb2ZbKtkPpuVNKrA0Vp9LzVxNb3xZbzp+tbAdg27lTWswN2U5kr/vCWpg789j6tjB/ymFu/hry9azNlmNQ0rVqOZJ6P0lR3yL1NluTNdv45Lpf5RoXIM92BjnvLynJbb9kZGTgzTffrDC92oJQpenUqRMOHTokdRj1ZivbURdK3PaGjJn7w3rkGLccY5ILW9o3trQtgPy2R27xVIVxyuP16oOxSvc6tcGY6kYJMUpJKftHKXFKSW77SG7xyJGc9pGcYqkvW9kWc7dDSdurlFitGadS9ok57HFbbGWbbWU7ANvOndJiZrtDGcZrnXVbmz1uiz1usxLY4zVve4xBDtusBPa4n+xpm/lbXb5xAfKMTY4xyYFS9gv7AiciIiIiIiIiIiIiIiIiIiIiIiIiUjgWhBIRERERERERERERERERERERERERKZxNFYQ+/fTTUodgEbayHXWhxG1vyJi5P6xHjnHLMSa5sKV9Y0vbAshve+QWT1UYpzxerz4Yq3SvUxuMqW6UEKOUlLJ/lBKnlOS2j+QWjxzJaR/JKZb6spVtMXc7lLS9SonVmnEqZZ+Ywx63xVa22Va2A7Dt3CktZrY7lGG81lm3tdnjttjjNiuBPV7ztscY5LDNSmCP+8metpm/1eUbFyDP2OQYkxwoZb8IoiiKUgdBRERERERERERERERERERERERERER1Z1M9hBIRERERERERERERERERERERERER2SMWhBIRERERERERERERERERERERERERKRwLQomIiIiIiIiIiIiIiIiIiIiIiIiIFE4jdQBEVCYhIQErV67E9evXAQBNmzbFqFGj0KZNG4kjIyJSBn6OKhvzp1zMHRER2RN+7ykb86dszJ9yMXfKxvwpF3OnbMyfsjF/RCR39vg5lZCQgOvXr6Nr165wd3c3Tt+wYQOGDRsmYWQNa8KECVi8eHGDrd8e30u2iHm0LYIoiqLUQZB9EkURBw4cMPkw6dKlCwRBkDiyuklISEBkZGSdn//JJ5/gl19+wbhx4xAcHAwASEpKwtKlSzFu3DhMnz7dUqHaNa1WiwULFuDPP//EjRs3ABjee6NHj8bkyZPh4OAgcYREVFdK+hxV0ndgSkqKSZyBgYEN8jpKyh+grBwCDZtHuefOWu/h2kpLSwMA+Pr6ShxJ5eQeH5mPuVQe5kze5P69V1sbN27EihUrTL4rR48ebbONIErKn73lxhxKyp857CnHzJ2yKTF/9pajqigxd5mZmdiwYYNJ7oYOHQpvb29pA6tCQ14fUmL+qmNvxyXzR5XJycnBuXPn0KJFC6t+rsnts/Xy5cs4evQooqKi6tW2TvVja59T5vj8888xf/58tGnTBvHx8Zg3bx5Gjx4NAOjQoQOOHDkicYSWMWrUKJPHoihi+/btGDBgAABg1apVFn09e3wvWYqc2q+YR9vDglCJZWZm4uOPP8aKFStw69YtCIKAgIAAjB49GtOnT5ftj9z62rRpE5577jmEh4ejadOmAAwfJhcuXMCXX36JIUOGSBxh7TVr1gxXr16t8/Nbt26NU6dOVShILCoqQtu2bXH+/Pn6hmhxSnz/jh8/Ht7e3pg4caLJF9miRYuQlpaGZcuWSRKXEveltcnphKi+bGlbAPkUxinlc1Qp34Hx8fGYMmUKMjMzTeL09vbGl19+iQ4dOlj09ZSSP0A5OQSsk0e55s7a72FzXL16FW+++Sa2bt0Kb29viKKIrKwsDBgwALNnz0ZoaKjVY1JSfFL74Ycf8MQTTwAwvJcmTpyIw4cPIyoqCgsXLkTr1q0ljrAMc1kzueWTOauZXHIm1++9unjllVdw7tw5TJgwweT38eLFixEeHo558+ZJHKHlKSV/9pgbcyglf+awtxwzd8qmtPzZY46qorTcLV68GO+++y6GDBli8jt+8+bNmDVrFiZMmCBxhKYa+vqQ0vJXHXs8Lpk/AoDnnnsOX375JQBg165dePjhh9GyZUtcuHAB33zzDUaMGNHgMcjhs3XMmDFYsWIFAGDlypV45ZVX0K9fP+zZswczZszApEmTGjwGqsiWPqfMFRMTg71798Ld3R2JiYkYO3YsHnvsMbz88sto3749jh49KnWIFtGhQwdERUXhySefhCAIEEUR48ePx9KlSwEAffv2tejrKeG9JLe2eTm2Xykhj1KS23vILKJCZWRkiNOmTRMjIiJEHx8f0dfXV4yMjBSnTZsmpqenSx2e2YYMGSLOnj1bvHnzpnHazZs3xdmzZ4uDBw+WMLKGFRkZKV6+fLnC9EuXLomRkZHWD8hML774YqX/XnjhBdHDw6Ne646IiBATExMrTE9MTBRbt25dr3U3FCW+f8PDw+s0r6EpcV9ay9GjR8WuXbuKkZGR4sCBA8WBAweKERERYteuXcXDhw9LHV6t2NK2lNq4caPYsmVLcdiwYeLkyZPFyZMni0OHDhVbtmwpbty40aqxKOVzVCnfge3atRP37dtXYfrevXvF2NhYi7+eUvInisrJoShaJ49yzZ2138Pm6Natm7h06VJRq9Uap2m1WvGXX34Ru3btKklM5ck9Pqm1b9/e+PeDDz4ofvPNN6JOpxP/+OMPccCAARJGVhFzWTO55ZM5q5lccibX7726qOo3sF6vF1u1amXlaOrH3OuESsmfknJjzWu0SsmfOZSU45qY8x5g7uTJ1j47SykxRw31Waq03LVu3brS7U1LS5P02n1VGvr6kNLyVx0lHpdVsdXPzurYY/4spfzv2H79+hnbgS5evCh27NjR4q9XGTl8tsbFxRn/7t69u3jp0iVRFEXx9u3bVr9OO2zYMKu+npzZ0ueUuaKiokweZ2dni0OHDhWnTp0qtmvXTpqgGoBOpxPnzp0rDho0SDx69KgoiqIYFhbWYK8n5/eSXNvm5dh+Jec8Skmu7yFzaKQuSK2rhx56CAMGDMCOHTvQuHFjAEBycjIWLVqEhx56CJs2bZI4QvMkJiZi2rRpJtMaN26MadOm4YcffpAoqoan1WqNd5GV17RpUxQXF0sQkXl+/PFH/Pvf/4aTk1OFeb/88ku91v3ZZ59h4MCBCA8PR0hICABDLzEXLlzAF198Ua91NxQlvn99fX3x22+/4YEHHoBKpQIA6PV6/Pbbb/Dx8ZEsLiXuS2uZNGkSvvnmG3Tt2tVk+r59+/D444/j2LFjEkVWe7a0LaVefvllbNmypUKvVZcvX8aIESNw5swZq8WilM9RpXwH5ubmVnivAkC3bt2Qm5tr8ddTSv4A5eQQsE4e5Zo7a7+HzXHnzh384x//MJmmVqsxbtw4zJw5U5KYypN7fHJy7tw5/PrrrwCA++67D++9957EEZliLmtHDvlkzmpHypzJ9XuvLpydnXHw4EF07tzZZPrBgwfh7OwsUVR1Y+51QqXkT0m5seY1WqXkzxxKynFNzHkPMHfyZGufnaWUmKOG+ixVWu5EUax0xCGVSgVRhoMdNvT1IaXlrzpKPC6rYqufndWxx/w1hKysLGOPby1atIBer2+w1ypPDp+t5V9fq9UiLCwMAODn52dsq7Wkqob9FkUR8fHxFn89pbKlzylzBQYGIj4+HnFxcQAAd3d3rFmzBk888QROnDghbXAWpFKpMHXqVDz44IOYOnUqAgMDodVqG+z15PxekmvbvBzbr+ScRynJ9T1kDsUOGR8REYGzZ8/Wep7cDBkyBIMGDcLEiRONXcqmpKRg4cKF2Lx5M7Zs2SJxhA3j448/xq+//opx48aZfJgsW7YMDz30EGbMmCFxhJUbMGAAPvjgA/To0aPCvLCwMFy+fLle69fr9RWGXe7cuTPUanW91ttQlPj+LS283LZtG3x8fCCKIjIzM9G/f3/Mnj3b+CPE2pS4L60lPDy8yi7IW7VqhQsXLlg5orqzpW0pFR4ejjNnzkCjMb3HpKioCFFRUVbfJiV8jlb2HXjt2jUsXbpUVt+BL730Ei5evIgJEyaYxLl48WKEhYU1yMm/EvIHKCeHgPXyKMfcSfEersm4cePg6+uLiRMnmsS0aNEi3Llzx1jcJBW5xye1gIAAjBs3DqIo4o8//kBiYqJx+JTo6GicPHlS4gjLMJc1k1s+mbOaySlncvzeq4sjR47g2WefRXZ2trGY4dq1a/Dy8sL8+fPRsWNHiSM0X22uEyohf0rKjbWv0Sohf+ZQUo5rYu57gLmTH1v77CylxBw15GepknK3aNEivPfeexgyZIhJu9HmzZsxc+ZM2Q0pbI3rQ0rKX3WUeFxWxVY/O6tjr/mzBFdXV7Rq1QqiKCIxMRFXr16Fj48P9Ho9YmNjrfI7Vg6frWq1Gm5ubhBFEYWFhbhy5QqaNGmCoqIidOrUCcePH7f46/Xt27fSgtd9+/YhPz/foq+nZLbyOWWupKQkaDQaY0F4ebt370bPnj0liKrhrV27Frt378ZHH33UYK8h1/eSXNvm5dh+Bcg3j1KS63vIHIotCLWV4qn09HTMnj0bK1euREpKCgRBQGBgIEaNGoVp06bB19dX6hAbzJkzZ7By5UqTD5NRo0YhKipK4siqlpaWBmdnZ7i6ukodiiwo/f2bmpoKwNDD4ZIlSySNRen7siHJ9YSoLmxpW0opqTBOTpTyHbh+/fpK4xwxYoTEkUlPKTkE7DuPctv2oqIiLFiwoNKYJk+eXGkv9FLHFxwcjHvvvVcW8Ult0aJFJo9HjRoFHx8fJCcn4/PPP2/QC2q1xVzWTG75ZM5qJrec2ZLk5GST76XKGkbkzlauE95NCbmx1X1vLUrIcU3s9T3A3MmfknJk67mojfT0dGzcuNEkd0OHDpV0dK/qnD59GqtWrVLE9SE5UNJxWRV7Pl6Zv9q7cuWKyeMmTZrA0dERd+7cwd9//43777/foq9XFbl+tmZkZODMmTPo3r27RdcbHR2NP//8E+Hh4RXmhYSE4Nq1axZ9PSKSLzm3zcut/YoqJ+f3UE0UWxBavnjq1q1bAGAsnpo+fbrkJzC1kZCQgKSkJHTr1g3u7u7G6Rs2bMCwYcMkjMy6jhw5YuwqX0mUGrelKO39O2rUqArTtm3bhgEDBgAAVq1aZe2QKrVz504cOHAAMTExGDJkiNThSM6WTohsaVtKKakwjoiIiIiIymRmZmLDhg0VGga9vb2lDayW7r7JEgAaN26s6JsslZIbW9z31qKUHNfEHt8DzJ38KS1HtpyLukhJSTHJXWnRlpylpaUBgN3lqjaUdlxWxV6PV+av/vg5YT2///47YmJiEBERUWHeihUrMGbMGOsHRUSSscW2ebIupb6HFFsQWp0ff/wRjz/+uNRhmOXzzz/H/Pnz0aZNG8THx2PevHkYPXo0AKBDhw44cuSIxBE2jMq2a9SoUVi9ejVEUZRtgeXdcYuiiNGjR8s+7oaixPdvhw4dEBUVhSeffBKCIEAURYwfPx5Lly4FAPTt21eSuLp06YIDBw4AAL7//nvMnz8fY8aMwaZNm3Dvvfdi+vTpksRFRJZXvmA+MzMTr732Gg4cOIDo6Gj85z//kc1F7szMTHz88ccmPRcHBARg9OjRmD59uuIu9lmSUnII2Hce5bjtWq0WCxYswIoVK0x+OI4ePRqTJ082Dn0sR2vWrME999wjdRiypaT9o6RYpSK3fSS3eOSI+6huFi9ejHfffRdDhgxB06ZNARiGT9u8eTNmzZqFCRMmSByh/WJubB9zrFzMnfwxR8oVHx+PKVOmIDMzE8HBwRBFEUlJSfD29saXX34pu/aXq1ev4s0338S2bdvg5eUFURSRlZWFAQMGYPbs2QgNDZU6RNngcalszF/dlX5ObN26Fd7e3rL7nIiJicGJEydsPobVq1fj3nvvbdDXICKqDTm2X5HtscmC0GbNmuHq1atSh2GWmJgY7N27F+7u7khMTMTYsWPx2GOP4eWXX0b79u1x9OhRqUNsECqVCt26dTMZ9m7fvn3o1q0bBEHAtm3bJIyuakqNu6Eo8f2r1+sxb948rFu3DnPmzEFcXBxatGiBS5cuSRpX+f3VuXNnrFu3Dv7+/sjNzUW3bt0k/0EmJVs6IbKlbSmlpMI4uShfMP/kk0+icePGeOqpp/DHH3/gr7/+wooVK6QNsMTQoUMxYMAATJw40Tj8T3JyMhYuXIht27Zh06ZNEkcoHaXkELDvPMpx28ePHw9vb29MnDgRwcHBAAwX0BctWoS0tDQsW7bM6jGZa9asWXj33XelDkO2lLR/lBSrVOS2j+QWjxxxH9VNREQE9u/fX+F3SHp6Orp27Ypz585JE1gdbdy4sdKbLuQ4eklNlJYbW9r31qK0HNfEnt4DzJ38KTVHtpiL2oqLi8M333yDrl27mkzft28fnnnmGRw7dkyiyCrXvXt3vPLKKxg7dizUajUAQKfT4bfffsNnn32Gffv2SRyhfCj1uKyKvR2vzF/dyeFz4o8//qh0uiiKmDJlCm7fvm3zMcTGxuL48eMN+hpEgOGcZcGCBfjuu+/qvI4rV67gvvvug16vR3FxMV588UVMmTLFglHaF7m2zcux/YoqJ9f3kDkUWxAaGxtb6XRRFHHu3DkUFhZaOaK6adu2LU6dOmV8nJOTg7FjxyIqKgrbtm1DfHy8dME1oOXLl+Pzzz/H9OnTMXz4cABAWFgYLl++LHFk1VNq3A1Fye/fpKQkTJ06FYGBgVi1apXkReTt2rXDjh07oNfrMXToUBw6dMg4T67FtdZiSydEtrQtpZRUGCcX5fdZXFycyWfl3Y+lFBERgbNnz9Z6nj1QSg4B+86jHLe9devWVV4kr26eNSUkJFQ69EWbNm0kjkwelLR/lBSrVOS2j+QWjxxxH1lW69atcfDgQXh5eZlMz8zMRKdOnXD+/HmJIqu9V155BefOncOECRNMbrpYvHgxwsPDMW/ePIkjrB0l5cbW9r21KCnHNbG39wBzJ39KzJGt5qK2wsPDq8xPq1atcOHCBStHVL3q4q1unj1S4nFZFXs8Xpm/upPD54SDgwMeeeQRCIJQYd7vv/+O7Oxsm49BDj2hkn2YNWsWYmNj8cADD9R5HUVFRRBFEU5OTsjJyUF0dDT27NmDoKAgC0ZqP+TaNi/H9iuqnFzfQ+ZQbEFoYGAgNm7cCB8fH5PpoiiiR48euHHjhkSR1c6AAQMwd+5cxMXFGadptVo88cQT+Omnn6DT6aQLroHl5ORg5syZSEpKwr///W/069dP8l4azaHUuBuCLbx/165di927d+Ojjz6SNI7Q0FCoVCqIoghBELB79240adIEOTk56NWrl6yKi6zNlk6IbGlbSimpME4ugoOD8eqrr0IURcyfPx8XL140XgiR052qQ4YMwaBBgzBx4kRjT68pKSlYuHAhNm/ejC1btkgcoXSUkkPAvvMox23v1q0bXnvtNTzwwANQqVQADL2X//bbb5g7dy72799v9ZjK++STT/DLL79g3LhxJhfFly5dinHjxmH69OmSxic1Je0fJcUqFbntI7nFI0fcR5a3aNEivPfeexgyZAhCQkIAGIY03Lx5M2bOnIlJkyZJG2AtVHVjhSiKaN26taIaqQFl5cbW9r21KCnHNbG39wBzJ39KzJGt5qK2XnrpJVy8eBETJkww5u7atWtYvHgxwsLC8MUXX0gcoalx48bB19cXEydONIl30aJFuHPnDn799VeJI5QPJR6XVbHH45X5qzs5fE507NgRixYtQnR0dIV5ISEhuHbtms3HILdr9qR877//PpYsWQJ/f3+EhISgY8eOeP3119GrVy+sXbsW7u7umDZtGjZs2ACVSoWnnnoKL774IkJDQzF+/HisX78eGo0G3377LWbMmIELFy7gjTfeqNATaGpqKtq3b499+/axILSO5No2L8f2K6qcXN9D5lBsQejkyZPx+OOPo1evXhXmPfzww/j5558liKr2kpKSoNFojJXE5e3evRs9e/aUICrrOnr0KF599VWcOnUKt27dkjocsyk1bkvi+7fh5eXlISUlBWFhYVKHIhlbOiGypW0ppaTCOLm4ezjT5557Dv7+/khOTsabb76JxYsXSxSZqfT0dMyePdukC/zAwECMGjUK06ZNg6+vr9QhSkYpOQTsO49y3PbExERMmzYN27Ztg4+PD0RRRGZmJvr374/Zs2dL/n3funVrnDp1Cg4ODibTi4qK0LZtW5ts1KgNJe0fJcUqFbntI7nFI0fcRw0jPT0dGzduNOl1dejQoRVuwJa72NhYLFiwAJ07dzaZfuDAAUyePFmRvcEoJTe2uO+tRSk5rok9vgeYO/lTWo5sORe1tX79+kp7hB8xYoTEkVVUVFSEBQsWVBrv5MmT4eTkJHGE8qK047Iq9nq8Mn91U9nnRHBwMO69916rfU7s3LkTzZs3R7NmzSrMO3ToEDp16mTzMbCtiizp4MGDeOqpp7Bv3z4UFxejQ4cOeOaZZzBp0iQ8+OCD2L59O7766its3boVS5cuhUajQVpaGnx9fREaGopp06bh2WefxdSpU7F161bs3r0bBQUFiI6ORkpKCgBD4fjIkSNx4cIFzJkzB88//7zEW61ccm2bl2P7FVVOru8hcyi2IJRsiyiKyM7Ohqenp9Sh1IpS4yZSkvInRKXF16UnRNOnT1fUBQdb2pZSSiqMk5OEhARcv34dXbt2hbu7u3H6hg0bMGzYMAkjq9rOnTtx4MABxMTEYMiQIVKHIzkl5hCwvzwmJCQgKSkJ3bp1k12eUlNTAQAvv/wylixZImkspSIjI7Fx40Y0b97cZPqVK1cwZMgQWd/paA1K2j9KilUqcttHcotHjriPGk5KSopJw27pxU0lOXLkCJ599llkZ2cbe5C9du0avLy8MH/+fHTs2FHiCOtGCbmx1X1vLUrIcU3s9T3A3MmfknJk67kgKqWk47Iq9ny8Mn+kVCwIJUv67LPPkJ6ebmwfffXVVxEUFISgoCBcuXIFM2bMwAMPPIApU6Zg8ODBJs8NDQ3F7t270bRpU/zwww/Yu3cvvvvuOwBAs2bNcPz4cXh7exuXv3HjBsaMGYPVq1cr8jNXDuTcNi/n9isqI+f3UE1YEEqys2bNGtxzzz1Sh1FrSo2bSMl+/PFHPP7441KHYRG2tC2lbHGbLOG///0vvvjiC7Rp0wbx8fGYN28eRo8eDQDo0KEDjhw5InGEBl26dMGBAwcAAN9//z3mz5+PMWPGYNOmTbj33nvtelhWpeQQsO88fv7555g/f76s8jRq1KgK07Zt24YBAwYAAFatWmXtkExs2LABL7zwAsLDw02GALtw4QK++OILu78IoaT9o6RYpSK3fSS3eOSI+8jy4uPjMWXKFGRmZiI4OBiiKCIpKQne3t748ssv0aFDB6lDrLXk5GSTRurKRjRRAiXmxlb2vbUoMcc1sZf3AHMnf0rOka3lorYyMzPx8ccfm/SUFBAQgNGjR2P69OkmBRJyoNVqsWDBAqxYscIkb6NHj8bkyZMr9Gxvz5R8XFbFno5X5q9hyKFd2V5iGDx4MDZv3tygr0H2o6qC0GPHjuHVV19F+/btqy0IPXToEPz8/LBw4UIcOnQIX3zxRYV55T3xxBMYMWIExo4da50NtCNStmPLsf2Kak/utRAsCCXZmTVrVoUe55RAqXETKVmzZs1w9epVqcOwCFvallK2uE2WEBMTg71798Ld3R2JiYkYO3YsHnvsMbz88sto3749jh49KnWIAGASS+fOnbFu3Tr4+/sjNzcX3bp1s9nhj8yhlBwC9p1HOeapQ4cOiIqKwpNPPglBECCKIsaPH4+lS5cCAPr27Wv1mO6m1+tx4MABk4vinTt3hlqtljgyeVDS/lFSrFKR2z6SWzxyxH1kWXFxcfjmm2/QtWtXk+n79u3DM888g2PHjkkUWd1kZmZiw4YNFYaxlFvxiDmUlhtb2vfWorQc18Se3gPMnfwpNUe2mIvaGjp0KAYMGICJEycai7OSk5OxcOFCbNu2DZs2bZI4QlPjx4+Ht7c3Jk6caOxpMCkpCYsWLUJaWhqWLVsmcYTyodTjsir2drwyfw1DDu3KjIGo9g4ePIhnnnkGe/bsgVarRYcOHfDUU09hyZIliI+PhyAI+Prrr7Fly5ZKh4yvqSC0oKAAjRo1gouLC9LT09G1a1csX74cMTExEm+57ZGyHVuO7VdUe3KvhbCrgtAePXpgz549UodBVZgwYYIihxZWatxEShEbG1vpdFEUce7cORQWFlo5orqzpW0pZYvb1NDatm2LU6dOGR/n5ORg7NixiIqKwrZt2xAfHy9dcOW0a9cOO3bsgF6vx9ChQ3Ho0CHjPHv/MaKUHAL2nUc55kmv12PevHlYt24d5syZg7i4OLRo0QKXLl2yeixERETh4eE4f/58pfNatWqFCxcuWDmiulu8eDHeffddDBkyBE2bNgVgKMjYvHkzZs2ahQkTJkgcYe0oKTe2tu+tRUk5rom9vQeYO/lTYo5sNRe1FRERgbNnz9Z6nlRat26Nc+fO1XqePVLicVkVezxemb/6SUhIwMqVK00KUEeNGoU2bdpY/LUYA5F1vPPOO/j5558RGBiIgIAAdOvWDadOncLChQsBGHoRf/PNN7FhwwY4ODjgqaeewgsvvGBWQejRo0fx2muvGTuUeOGFF/D0009LuLXKJtd2bDm2X1Hl5PoeModdFYSSfNw9XKYoiti+fbtshsusilLjJlKywMBAbNy4ET4+PibTRVFEjx49cOPGDYkiqz1b2pZStrhNDW3AgAGYO3cu4uLijNO0Wi2eeOIJ/PTTT9DpdNIFV05oaChUKhVEUYQgCNi9ezeaNGmCnJwc9OrVy65/jCglh4B951HOeUpKSsLUqVMRGBiIVatWyfoOQiIisl0vvfQSLl68iAkTJiAkJAQAcO3aNSxevBhhYWHGRgkliIiIwP79+yv06lPam4bSCjKUlBtb2/fWoqQc18Te3gPMnfwpMUe2movaGjJkCAYNGoSJEyciMDAQAJCSkoKFCxdi8+bN2LJli8QRmurWrRtee+01PPDAA1CpVAAMN4L+9ttvmDt3Lvbv3y9xhPKhxOOyKvZ4vDJ/dffJJ5/gl19+wbhx40x6El66dCnGjRuH6dOnW/T1GAORdeTk5MDd3R15eXno06cPRo0ahdatW2PcuHFSh0Z3kWs7tpzbr8iUXN9D5tBIHYA1ubu7IycnBzt27MA777wDPz8/nDx5Eh07dsSSJUsgCILUIdqNpKSkCsNlHjp0CK+99prUoVVLqXETKdk999yDnJwckxOiUv369bN6PPVhS9tSyha3qaEtXrwYGo3pKZhGo8HixYvxzDPPSBRVRYmJiZVOV6lU+PPPP60bjMwoJYeAfedRznkKDg7Gb7/9hrVr18LT01PSWIiIyH59/vnnWL9+fYVeWp5//nmMGDFC4uhqp/Tml7uV3hijNErKja3te2tRUo5rYm/vAeZO/pSYI1vNRW0tW7YMs2fPRt++fZGSkgJBEBAYGIhRo0bh119/lTq8CpYuXYpp06bhueeeg4+PD0RRRGZmJvr374+lS5dKHZ6sKPG4rIo9Hq/MX90tWLAAp06dgoODg8n0V199FW3btrVKISRjUJZ9+/ZhwYIF+O677+q8jitXruC+++6DXq9HcXExXnzxRUyZMsWCUdLTTz+N06dPo6CgABMnTsSMGTOkDomqINd2bDm3X5Epub6HzGFXPYSWLwgdPXo0Tp06haCgIPTs2RNz5sxBr169pA7Rbih1uEylxk1EREREZItWrlyJmTNnQqVSQaPR4LPPPjP5XTd8+HB89913xt4HqsOLpdbH/CkXc0dys2jRIrz33nsYMmSIsdeiq1evYvPmzZg5cyYmTZokbYA2jPue+B5QLuZOPpiLMgkJCUhKSkK3bt3g7u5unL5hwwYMGzZMwsiql5qaCgB4+eWXsWTJEomjoYbE41XZrJ2/yMhIbNy4Ec2bNzeZfuXKFQwZMgRnz5616OsxBuWbNWsWYmNj8cADD9R5HUVFRRBFEU5OTsjJyUF0dDT27NmDoKAgC0ZKRERyZ7cFoR9++CE2b94MAHj22WfRs2dPPProoxJHaH+UOlymUuMmIiIiIrIlOTk5cHNzgyAIOH78OB566CEkJCQAAPLz89G3b18cOHDArHXxYqn1MX/KxdzZhszMTHz88cdYuXKlsReugIAAjB49GtOnT68wjKLcpaenY+PGjSa9Fg0dOrTCkE5KoLTc2NK+txal5bgm9vQeYO7kT6k5ssVc1Nbnn3+O+fPno02bNoiPj8e8efMwevRoAECHDh1w5MgRiSM0NWrUqArTtm3bhgEDBgAAVq1aZe2QZEupx2VV7O14Zf7qbsOGDXjhhRcQHh5uUoB64cIFfPHFF1YpdGcM8vT+++9jyZIl8Pf3R0hICDp27IjXX38dvXr1wtq1a+Hu7o5p06Zhw4YNUKlUeOqpp/Diiy8iNDQU48ePx/r166HRaPDtt99ixowZuHDhAt54440KN9impqaiffv22LdvH6+zEBHZGbsaMr48Jycn499qtRparVbCaOyXUofLVGrcRERERERKkZiYiGHDhqFbt27Ys2cPOnfujMcffxyzZs3CrVu38NNPP6FLly7G5XNzc02G/dqxY4dxyA5zLpY6Ojoan1tYWAi9Xm+1bbVFzJ9yMXf246GHHsKAAQOwfft2NG7cGACQnJyMhQsX4qGHHsKmTZskjrB2fHx80L9/f5OGXaU2yistN7a0761FaTmuiT29B5g7+VNqjmwxF7X13Xff4fDhw3B3d0diYiLGjh2LxMREvPzyy7IcijspKQlRUVF48sknIQgCRFHEwYMH8dprr0kdmuwo9bisir0dr8xf3Q0bNgznzp3DgQMHTF6vc+fOUKvVDfKajEH+Dh48iOXLl+PYsWMoLi5Ghw4d0LFjR9y5cwcODg7w8vLCV199hcTERMTHx0Oj0SAtLc34/GbNmiE+Ph5Tp07FpEmTsHv3bhQUFCA6OtpYEHrt2jWMHDkSFy5cwJw5c1gMSkRkj0Q74ubmJoqiKG7fvl0cOXKkcfrzzz8v/vjjjxJFRUSkPEVFRWL79u1FURTFefPmiZGRkeLDDz8s/vnnn+KpU6ckjo5qwvzJ04oVK8SYmBixXbt2YseOHcWdO3eazB82bJh47do1s9aVmJgotm/fXmzXrp0YFRUlfvXVVw0RMpXD/Ckb8ydPly9fFtVqtXj8+HFRp9OJHTp0EB9//HFRr9eLK1asEEePHi2Koij+8ccfYkREhOjj4yPu2bPH+PwXX3xR3Lp1qyiKoti8eXPxyy+/FEVRFF955RUxJiZGzMrKEm/duiUGBAQYn3P16lUxJiZGdHFxEb/44gvrbawNYv6Ui7mzH61bt67TPDk6evSo2LVrVzEyMlIcNGiQOHDgQDEiIkLs2rWrePjwYanDqzUl5cbW9r21KCnHNbG39wBzJ39KzJGt5qK2oqKiTB5nZ2eLQ4cOFadOnSq2a9dOmqCqodPpxLlz54qDBg0Sjx49KoqiKIaFhUkblEwp8bisij0er8wfkWX95z//Ed9++23j46lTp4pz5swRf/rpJ/Gjjz4SRVEU77//fnHTpk0Vntu8eXMxKSlJFEVRXLBggfjkk08a54WEhIjp6ekmy1+/fl3s3LmzmJyc3ABbQmTbiouLRT8/P3HatGkm0/v27Su2bt1ajI2NFXv06CEmJCQYpx88eFCKUKkGly9fFps2bSrqdDqT6e3atRP37dsnUVQNjwWhIgtCiYhqa9u2beILL7wgiqIoRkREGItkJk6cKP72229ShkZmYP7kKTs7W9Tr9aIoiuKxY8fEiIgI47y8vDyxc+fOZq+rsLBQLCgoMK63efPm4vXr1y0bMJlg/pSN+ZOny5cvi61atTI+fuyxx8QlS5aIoiiKFy9erNAg+Ndff4kDBw40Pu7QoYNYWFgoiiIvlkqB+VMu5s5+DB48WPzkk09M9ndycrI4e/Zsk5wqQVUXcPfu3SvGxsZKEFH9KCk3trbvrUVJOa6Jvb0HmDv5U2KObDUXtdW/f39jYWWp4uJi8bHHHhNVKpU0QZnh2rVr4tixY8Xnn39eDAkJkTocWVLicVkVezxemT8iy6qqIPTRRx8Vjxw5Iopi9QWht2/fFkVRFH/88Ufx+eefr3ReeY8//jjb/ojqYN26dWKPHj3EFi1aGNuPRNG08PObb74R77333grTSX66d+8u7tixw/j4zJkzYosWLSSMqOGppO6h1JpycnIAAP369cOaNWuM07/44gtMmjRJoqiIiKSXmJiI6Oho4+NPP/0U77zzDj7//HNERUUhNjYW48aNM87fsGEDhg8fjilTpuDSpUsYPnw4PvzwQ6xatQpvvPEG4uLicPHiRSk2xS4xf/KXmJiIyMhITJo0Ca1bt8YjjzyCLVu2oGfPnggPD8eBAwfg7u5uHG61pqFXZ8yYgbi4OHTq1AlHjhzB0KFD0bJlS3z99dcAAEdHRzg5OQHg0KuWwPwpG/OnbKX7EgBUKpXxsUqlglarNVm2T58+uHTpEu7cuYNLly4hJCTEZCjq8s+9e713rysoKAjR0dHYuXOnxbfJnjB/ysXc2Ydly5YhNTUVffv2hY+PD3x9fdGvXz+kpaXh119/lTq8WsnNzUXXrl0rTO/WrRtyc3MliKh+lJQbW9v31qKkHNfE3t4DzJ38KTFHtpqL2lq8eLFxOOpSGo0Gixcvxt9//y1RVDULDg7Gb7/9huHDh+PRRx+VOhxZUuJxWRV7PF6ZPyLL6tmzJ1avXo2CggLk5ORgzZo1EEURx48fR1xcHABg8ODB+Oabb4zXTcoPGV+TpKQk5OfnAwDS09Oxa9cuREREWHw7iGzF+++/j4iICPTq1Qvjx4/Hp59+CgD45Zdf8PLLL6NZs2bYu3dvpc/t06cPLly4YM1wqRLmtAOOHz8eS5cuNT5n6dKlJvUTtkgjdQBE5urRowf27NkjdRhEdmX27Nm4fPkynJyckJGRYZy+fft2zJo1CyNGjMCGDRuwfft2+Pn54fz587jnnnswduxY6YImI+ZPXi5cuIDffvsNP/zwAzp37oyff/4Zu3btwqpVq/DRRx9hxYoV+PPPPzFjxgzcunULa9euNT53/fr1GDNmjPFxs2bNEB8fj6lTp2LSpEnYvXs3CgoKEB0djSlTpgAArl27hpEjR+LChQuYM2cOgoKCrL3JNoX5Uzbmz3ZduHABLVu2hCAIOHLkCAoLC9GoUSMsW7YMw4YNq9W6kpKS0KhRI7i4uBgvlk6dOrWBIieA+VMy5s42+Pj44JNPPsEnn3wCANi5cycOHDiAmJgY+Pr6Shxd7QwfPhwjR47EhAkTEBISAsDwfbx48eJavyflQEm5sbV9by1KynFN7O09wNzJnxJzZKu5qK3g4OAq5/Xs2dOKkdTNyJEjMXLkSKnDkCUlHpdVscfjlfmTt8TERNxzzz04efKk1KGQmTp37oxRo0YhNjYWgYGBiImJAQC0b9/e2FHBk08+iXPnziE2NhYODg546qmn8MILL5i1/jNnzuC1116DIAgQRRGvv/668TWIyNTBgwexfPlyHDt2DMXFxejQoQM6duyIgoICbNmyBd988w0yMjLwyy+/oEePHhWev3r1ah5fMlFTO+A333yDuLg4/Pe//4VGo8GyZcvw22+/SR12g2JBKCkGi0GJrC82NhaPPPIIxowZYyyGuX79Onx9feHq6iptcFQj5k9ewsLCjD8K2rZti4EDB0IQBMTExCAxMREAcN999+G+++7D33//jZkzZ2LLli0AgN27dxvvSAOAUaNGAQBiYmKQk5MDDw8PeHh4GIt/vb29ERISguPHj+PGjRsYM2YMxo4di8DAQOtutA1h/pSN+bNdy5cvx+LFi+Hg4AAXFxcsW7YMgiBgw4YN+O9//1urdfFiqfUxf8rF3NmGLl264MCBAwCA77//HvPnz8eYMWPw7rvv4siRI5g+fbrEEZrv888/x/r167Fy5Upcv34dANC0aVM8//zzGDFihMTR1Z6ScmNr+95alJTjmtjbe4C5kz8l5shWc0FUSonHZVXs8Xhl/ogs7/XXX8c777yDvLw89OnTB+3atTMpStZoNJg7dy7mzp1r8rzSa9kAMGnSJJNRcEvnDR48GMePH2/I8Ilsxu7duzF69Gg4OzvD2dkZ9957LwBgzZo16N+/P1xcXPDAAw/g/fffx2effQa1Wg0AeOSRR+Di4oLQ0NBaXwulhlFTO2BgYCCio6OxdetWBAYGQqPRmIzAaotYEEqK4e7ujpycHOzYsQPvvPMO/Pz8cPLkSXTs2BFLliwxGdqTiGpHo9GYDGlbUFAAAFi7di3+/vtvrF69Gh9++CFOnDiBDRs2YOjQoVKFSpVg/pShrkOvZmVlWWzoVfb+WnfMn7Ixf8oUGhpq0rvBwoULK503bdo0k+cVFhbi5s2bCA0NNU7jxVLrY/6Ui7mzH8XFxca/v/nmG2zatAn+/v54/fXX0a1bN0U17AKG3n6GDx8udRgWobTc2NK+txal5bgm9vQeYO7kT6k5ssVcEJVS6nFZFXs7Xpk/eZk7dy5++OEHAIZeJMeMGQOdToennnoKe/bsQdOmTbFy5Uq4uLigX79+aN++PXbu3Inc3FwsXrwYH3/8MU6cOIF//OMf+OCDDyqsPzQ0FOPHj8f69euh0Wjw7bffYsaMGbhw4QLeeOMN4whJVD9PP/00Tp8+jYKCAkycOBEzZsyQOiQiKueXX37Brl27jNc5U1NTsW3bNgwePBgA8NNPP6FTp04SRkh3M6cdsHTY+MDAQIwfP16SOK1JJXUARHVx9OhRfPbZZzh9+jQuXbqE3bt3Sx0SkaIFBgbi1q1bSE1NRWFhIdasWQO9Xo9r166hf//++OSTT5CZmYmcnBxs2LChyh/LHh4eyM7OtnL0xPzZhgsXLkAURQAwGXp1/fr1dRp6NT8/HwCMQ69GRERYPGYqw/wpG/NnW5ycnHDo0CGpw6A6Yv6Ui7lTHr1ej/T0dKSmpkIURfj7+wMA3NzcoNEo6x7yzMxMTJ8+HW3atIGvry8aNWqENm3aYPr06cjIyJA6vFpTUm5sbd9bi5JyXBN7ew8wd/KnxBzZai7qIjEx0eZ76rFHSjwuq2KPxyvzJx+HDx/Gjz/+iP3792Pfvn347rvvkJ6ejvPnz+P555/HqVOn4O3tjeXLlxuf4+joiEOHDmHKlCkYPXo05s+fj5MnT2LhwoVITU2t9HWaNWuG+Ph49O7dG5MmTcLvv/+Offv2YdasWdbaVJv3888/Iz4+HgkJCSwGJZJQz549sXr1ahQUFCAnJwdr1qxBXl4edu7ciatXryIxMRGJiYmYP38+fvnlF6nDpXq6//77sW7dOixbtgzjxo2TOpwGx4JQUqQuXbogODgYKpUKcXFxJr2OEFHtOTg44O2330aXLl0wePBgREZGQqfT4dFHH0VMTAzat2+Pl156CR4eHrhw4QIiIyMrXc+4ceMwZ84ctG/fHhcvXrTyVtgv5s82LF++HNHR0YiLi8Pzzz9vMvRqbQvSzpw5g65du6Jdu3bo27cvh161AuZP2Zg/IiKyR5mZmejYsSM6deqEtLQ03Lx5EwCQk5NjvFFCKR566CH4+Phg+/btSEtLQ2pqKrZv3w5vb2889NBDUodXa0rKja3te2tRUo5rYm/vAeZO/pSYI1vNBVEpJR6XVbHH45X5k49du3bhvvvug5ubG9zd3XH//fdj586dCAsLQ1xcHACgY8eOJu3mo0aNAgDExMSgbdu2aNKkCZycnNCiRQtcu3at0tcp/5yuXbvCw8MD/v7+cHJyUkThLBGRuTp37oxRo0YhNjYWw4cPR0xMDERRxIABA0x6nBw9ejRWr16NwsJCCaOl+vL29kb37t0RGBiIFi1aSB1OgxNEpZ2pkd0qP2T8p59+ijVr1gAAXnjhBXTq1Mlk6Dkiahi7du3CkiVL8PXXX0sdCtUB86c8hYWF6NmzJ3vbUijmT9mYPyIisld5eXlISUlBWFiY1KGYLSIiAmfPnq31PKWRY27sZd9bixxzXBO+BwyYO/mTc47sLRflVTb08fDhw9GrVy8OfWwH5HxcVsWej9e7MX/WN2/ePKSmpuK9994DAMycORP+/v749ttvcfLkSQDAp59+ipycHLzzzjvo168fPv30U3Tq1KlC+3r5eeWFhobi0KFD8PPzw8KFC3Ho0CF88cUXFeYREdmKnJwcuLu7Iy8vD3369MG3336LDh06SB0WUb2xh1AiIjJbr169WEyoYMyf8nDoVWVj/pSN+SMiInvl6uqqqEZdAGjevDn+9a9/ISUlxTgtJSUFn3zyCUJCQiSMzLLkmBt72ffWIscc14TvAQPmTv7knCN7y0UpDn1Mcj4uq2Kvx2tlmD/r6927N1asWIG8vDzk5ubizz//RO/evaUOi4hI0Z5++mnExcWhQ4cOeOCBB1gMSjaDBaFERERERERERESkWMuWLUNqair69u0LX19f+Pr6ol+/fkhLS8Nvv/0mdXg2jfue+B5QLuZOPuw1Fxz6mJTIXo9XW6H0/HXo0AGTJk1Cly5d0LVrVzz55JPw8fGp93pHjBiBGzduWCBCIiLl+fnnnxEfH4+EhATMmDFD6nCILIZDxhMREREREREREZFN+vHHH/H4449LHYZd4r4nvgeUi7mTD1vOBYc+Jltjy8erPWD+iIiIyJawh1AiIiIiIiIiIiKySRwOVjrc98T3gHIxd/Jhy7ng0Mdka2z5eLUHzB8RERHZEo3UARARERERERERERHVVWxsbKXTRVFESkqKlaOxL9z3xPeAcjF38mGvuSg/9DEAiw59/P333yMoKKje6yK6m70er7aC+SMiIiJ7wSHjiYiIiIiIiIiISLECAwOxcePGCkUkoiiiR48euHHjhkSR2T7ue+J7QLmYO/lgLoiUg8ersjF/REREZC/YQygREREREREREREp1j333IOcnBzExcVVmNevXz+rx2NPuO+J7wHlYu7kg7kgUg4er8rG/BEREZG9YA+hREREREREREREREREREREREREREQKp5I6ACIiIiIiIiIiIiIiIiIiIiIiIiIiqh8WhBIRERERERERERERERERERERERERKRwLQomIiIiIiIiIiGxUYmIioqOjpQ6D6oC5UzbmT7mYO2Vj/oikwWNP2Zg/IiIiItvCglAiIiIiIiIiIiIiIiIiIiIiIiIiIoVjQSgREREREREREZGNmDt3LqKjoxEdHY3PPvsMAKDT6fDUU0+hbdu2GDJkCPLz8wEA/fr1w9SpU9GpUye0adMGBw8exP3334/w8HC89dZbla4/NDQUM2bMQFxcHDp16oQjR45g6NChaNmyJb7++mtrbaZNYu6UjflTLuZO2Zg/Imnw2FM25o+IiIjItrEglIiIiIiIiIiIyAYcPnwYP/74I/bv3499+/bhu+++Q3p6Os6fP4/nn38ep06dgre3N5YvX258jqOjIw4dOoQpU6Zg9OjRmD9/Pk6ePImFCxciNTW10tdp1qwZ4uPj0bt3b0yaNAm///479u3bh1mzZllrU20Oc6dszJ9yMXfKxvwRSYPHnrIxf0RERES2TyN1AERERERERERERFR/u3btwn333Qc3NzcAwP3334+dO3ciLCwMcXFxAICOHTsiMTHR+JxRo0YBAGJiYtC2bVs0adIEANCiRQtcu3YNjRo1qvA65Z+Tk5MDDw8PeHh4wMnJCRkZGfD29m64jbRRzJ2yMX/KxdwpG/NHJA0ee8rG/BERERHZPvYQSkREREREREREZMOcnJyMf6vVami12grzVCqVyXIqlcpkucrWV5vnUN0wd8rG/CkXc6dszB+RNHjsKRvzR0RERGQ7WBBKRERERERERERkA3r37o0VK1YgLy8Pubm5+PPPP9G7d2+pwyIzMHfKxvwpF3OnbMwfkTR47Ckb80dERERk+1gQSkREREREREREZAM6dOiASZMmoUuXLujatSuefPJJ+Pj41Hu9I0aMwI0bNywQIVWFuVM25k+5mDtlY/6IpMFjT9mYPyIiIiLbJ4iiKEodBBERERERERERERERERERERERERER1R17CCUiIiIiIiIiIiIiIiIiIiIiIiIiUjgWhBIRERERERERERERERERERERERERKRwLQomIiIiIiIiIiIiIiIiIiIiIiIiIFI4FoURERERERERERERERERERERERERECseCUCIiIiIiIiIiIiIiIiIiIiIiIiIihWNBKBERERERERERERERERERERERERGRwrEglIiIiIiIiIiIiIiIiIiIiIiIiIhI4f4frKOq0oS5E+0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 3456x864 with 24 Axes>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at one log:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th style=\"text-align:center;\" colspan=\"2\">GR [gAPI]</th></tr><tr><td style=\"text-align:center;\" colspan=\"2\">1.0668 : 1939.1376 : 0.1524</td></tr><tr><td><strong>index_units</strong></td><td>m</td></tr><tr><td><strong>code</strong></td><td>None</td></tr><tr><td><strong>description</strong></td><td>Gamma-Ray</td></tr><tr><td><strong>log_type</strong></td><td>None</td></tr><tr><td><strong>api</strong></td><td>None</td></tr><tr><td><strong>date</strong></td><td>10-Oct-2007</td></tr><tr><td><strong>null</strong></td><td>-999.25</td></tr><tr><td><strong>run</strong></td><td>1</td></tr><tr><td><strong>service_company</strong></td><td>Schlumberger</td></tr><tr><td><strong>_alias</strong></td><td>GR</td></tr><tr><th style=\"border-top: 2px solid #000; text-align:center;\" colspan=\"2\"><strong>Stats</strong></th></tr><tr><td><strong>samples (NaNs)</strong></td><td>12718 (0)</td></tr><tr><td><strong><sub>min</sub> mean <sup>max</sup></strong></td><td><sub>3.89</sub> 78.986 <sup>267.94</sup></td></tr><tr><th style=\"border-top: 2px solid #000;\">Depth</th><th style=\"border-top: 2px solid #000;\">Value</th></tr><tr><td>1.0668</td><td>46.6987</td></tr><tr><td>1.2192</td><td>46.6987</td></tr><tr><td>1.3716</td><td>46.6987</td></tr><tr><td>⋮</td><td>⋮</td></tr><tr><td>1938.8328</td><td>92.2462</td></tr><tr><td>1938.9852</td><td>92.2462</td></tr><tr><td>1939.1376</td><td>92.2462</td></tr></table>"
      ],
      "text/plain": [
       "Curve(mnemonic=GR, units=gAPI, start=1.0668, stop=1939.1376, step=0.1524, count=[12718])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.data['GR']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Curves\n",
    "\n",
    "`w.data` is just a dictionary mapping mnemonic to Curve object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CALI': Curve(mnemonic=CALI, units=in, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'HCAL': Curve(mnemonic=HCAL, units=in, start=1.0668, stop=1939.1376, step=0.1524, count=[2139]),\n",
       " 'PEF': Curve(mnemonic=PEF, units=, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'DT': Curve(mnemonic=DT, units=us/ft, start=1.0668, stop=1939.1376, step=0.1524, count=[10850]),\n",
       " 'DTS': Curve(mnemonic=DTS, units=us/ft, start=1.0668, stop=1939.1376, step=0.1524, count=[10850]),\n",
       " 'DPHI_SAN': Curve(mnemonic=DPHI_SAN, units=m3/m3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'DPHI_LIM': Curve(mnemonic=DPHI_LIM, units=m3/m3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'DPHI_DOL': Curve(mnemonic=DPHI_DOL, units=m3/m3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'NPHI_SAN': Curve(mnemonic=NPHI_SAN, units=m3/m3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'NPHI_LIM': Curve(mnemonic=NPHI_LIM, units=m3/m3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'NPHI_DOL': Curve(mnemonic=NPHI_DOL, units=m3/m3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RLA5': Curve(mnemonic=RLA5, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RLA3': Curve(mnemonic=RLA3, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RLA4': Curve(mnemonic=RLA4, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RLA1': Curve(mnemonic=RLA1, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RLA2': Curve(mnemonic=RLA2, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RXOZ': Curve(mnemonic=RXOZ, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RXO_HRLT': Curve(mnemonic=RXO_HRLT, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[2139]),\n",
       " 'RT_HRLT': Curve(mnemonic=RT_HRLT, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RM_HRLT': Curve(mnemonic=RM_HRLT, units=ohm.m, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'DRHO': Curve(mnemonic=DRHO, units=g/cm3, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'RHOB': Curve(mnemonic=RHOB, units=g/cm3, start=1.0668, stop=1939.1376, step=0.1524, count=[12707]),\n",
       " 'GR': Curve(mnemonic=GR, units=gAPI, start=1.0668, stop=1939.1376, step=0.1524, count=[12718]),\n",
       " 'SP': Curve(mnemonic=SP, units=mV, start=1.0668, stop=1939.1376, step=0.1524, count=[12718])}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.data  # Just a dict of data objects."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Instantiating a new curve\n",
    "\n",
    "Let's add a curve from a list of values (`data`) with depths (`basis`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from welly import Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = {'mnemonic': 'FOO', 'run':0, }\n",
    "data = [20, 30, 40, 20, 10, 0, 10]\n",
    "c = Curve(data, index=[2,3,4,5,6,7,8], **params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'FOO'}>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "c.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Limit curves in depth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th style=\"text-align:center;\" colspan=\"2\">GR [gAPI]</th></tr><tr><td style=\"text-align:center;\" colspan=\"2\">1.0668 : 1939.1376 : 0.1524</td></tr><tr><td><strong>index_unit</strong></td><td>m</td></tr><tr><td><strong>code</strong></td><td>None</td></tr><tr><td><strong>description</strong></td><td>Gamma-Ray</td></tr><tr><td><strong>log_type</strong></td><td>None</td></tr><tr><td><strong>api</strong></td><td>None</td></tr><tr><td><strong>date</strong></td><td>10-Oct-2007</td></tr><tr><td><strong>null</strong></td><td>-999.25</td></tr><tr><td><strong>run</strong></td><td>1</td></tr><tr><td><strong>service_company</strong></td><td>Schlumberger</td></tr><tr><td><strong>_alias</strong></td><td>GR</td></tr><tr><th style=\"border-top: 2px solid #000; text-align:center;\" colspan=\"2\"><strong>Stats</strong></th></tr><tr><td><strong>samples (NaNs)</strong></td><td>12718 (0)</td></tr><tr><td><strong><sub>min</sub> mean <sup>max</sup></strong></td><td><sub>3.89</sub> 78.986 <sup>267.94</sup></td></tr><tr><th style=\"border-top: 2px solid #000;\">Depth</th><th style=\"border-top: 2px solid #000;\">Value</th></tr><tr><td>1.0668</td><td>46.6987</td></tr><tr><td>1.2192</td><td>46.6987</td></tr><tr><td>1.3716</td><td>46.6987</td></tr><tr><td>⋮</td><td>⋮</td></tr><tr><td>1938.8328</td><td>92.2462</td></tr><tr><td>1938.9852</td><td>92.2462</td></tr><tr><td>1939.1376</td><td>92.2462</td></tr></table>"
      ],
      "text/plain": [
       "Curve(mnemonic=GR, units=gAPI, start=1.0668, stop=1939.1376, step=0.1524, count=[12718])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr = w.data['GR']\n",
    "\n",
    "gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th style=\"text-align:center;\" colspan=\"2\">GR [gAPI]</th></tr><tr><td style=\"text-align:center;\" colspan=\"2\">1000.0000 : 1500.0000 : 0.1524</td></tr><tr><td><strong>index_unit</strong></td><td>m</td></tr><tr><td><strong>code</strong></td><td>None</td></tr><tr><td><strong>description</strong></td><td>Gamma-Ray</td></tr><tr><td><strong>log_type</strong></td><td>None</td></tr><tr><td><strong>api</strong></td><td>None</td></tr><tr><td><strong>date</strong></td><td>10-Oct-2007</td></tr><tr><td><strong>null</strong></td><td>-999.25</td></tr><tr><td><strong>run</strong></td><td>1</td></tr><tr><td><strong>service_company</strong></td><td>Schlumberger</td></tr><tr><td><strong>_alias</strong></td><td>GR</td></tr><tr><th style=\"border-top: 2px solid #000; text-align:center;\" colspan=\"2\"><strong>Stats</strong></th></tr><tr><td><strong>samples (NaNs)</strong></td><td>3282 (0)</td></tr><tr><td><strong><sub>min</sub> mean <sup>max</sup></strong></td><td><sub>20.98</sub> 90.474 <sup>184.01</sup></td></tr><tr><th style=\"border-top: 2px solid #000;\">Depth</th><th style=\"border-top: 2px solid #000;\">Value</th></tr><tr><td>1000.0000</td><td>109.4142</td></tr><tr><td>1000.1524</td><td>110.8279</td></tr><tr><td>1000.3048</td><td>105.4222</td></tr><tr><td>⋮</td><td>⋮</td></tr><tr><td>1499.6952</td><td>55.7116</td></tr><tr><td>1499.8476</td><td>62.6293</td></tr><tr><td>1500.0000</td><td>64.5593</td></tr></table>"
      ],
      "text/plain": [
       "Curve(mnemonic=GR, units=gAPI, start=1000.0000, stop=1500.0000, step=0.1524, count=[3282])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.to_basis(start=1000, stop=1500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can do this to all the curves in a well — **this will overwrite all the curves; give them a new name if you don't want that to happen!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for mnemonic, curve in w.data.items():\n",
    "    w.data[mnemonic] = curve.to_basis(start=1000, stop=1500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now save to a new LAS file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "w.to_las('data/P-129_1000-1500.las')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "head: cannot open 'P-129_1000-1500.las' for reading: No such file or directory\r\n"
     ]
    }
   ],
   "source": [
    "!head -10 P-129_1000-1500.las"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Another way to do it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Only engine='normal' can read wrapped files\n"
     ]
    }
   ],
   "source": [
    "# Reload the file so we have all the data as before.\n",
    "w = Well.from_las('data/P-129_out.LAS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# WARNING: This works in place and overwrites the logs.\n",
    "w.unify_basis(start=1000, stop=1500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 4 Axes>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.plot(tracks=['MD', 'CALI', 'GR', 'DT'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Curve info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Only engine='normal' can read wrapped files\n"
     ]
    }
   ],
   "source": [
    "# Reload the file so we have all the data as before.\n",
    "w = Well.from_las('data/P-129_out.LAS')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In Jupyter Notebook, the `__repr__()` is a little table summarizing the curve data..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th style=\"text-align:center;\" colspan=\"2\">GR [gAPI]</th></tr><tr><td style=\"text-align:center;\" colspan=\"2\">1.0668 : 1939.1376 : 0.1524</td></tr><tr><td><strong>index_unit</strong></td><td>m</td></tr><tr><td><strong>code</strong></td><td>None</td></tr><tr><td><strong>description</strong></td><td>Gamma-Ray</td></tr><tr><td><strong>log_type</strong></td><td>None</td></tr><tr><td><strong>api</strong></td><td>None</td></tr><tr><td><strong>date</strong></td><td>10-Oct-2007</td></tr><tr><td><strong>null</strong></td><td>-999.25</td></tr><tr><td><strong>run</strong></td><td>1</td></tr><tr><td><strong>service_company</strong></td><td>Schlumberger</td></tr><tr><th style=\"border-top: 2px solid #000; text-align:center;\" colspan=\"2\"><strong>Stats</strong></th></tr><tr><td><strong>samples (NaNs)</strong></td><td>12718 (0)</td></tr><tr><td><strong><sub>min</sub> mean <sup>max</sup></strong></td><td><sub>3.89</sub> 78.986 <sup>267.94</sup></td></tr><tr><th style=\"border-top: 2px solid #000;\">Depth</th><th style=\"border-top: 2px solid #000;\">Value</th></tr><tr><td>1.0668</td><td>46.6987</td></tr><tr><td>1.2192</td><td>46.6987</td></tr><tr><td>1.3716</td><td>46.6987</td></tr><tr><td>⋮</td><td>⋮</td></tr><tr><td>1938.8328</td><td>92.2462</td></tr><tr><td>1938.9852</td><td>92.2462</td></tr><tr><td>1939.1376</td><td>92.2462</td></tr></table>"
      ],
      "text/plain": [
       "Curve(mnemonic=GR, units=gAPI, start=1.0668, stop=1939.1376, step=0.1524, count=[12718])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr = w.data['GR']\n",
    "gr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "72.293632507"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.read_at(168.7068)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.0668000e+00, 1.2192000e+00, 1.3716000e+00, ..., 1.9388328e+03,\n",
       "       1.9389852e+03, 1.9391376e+03])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.basis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table><tr><th style=\"text-align:center;\" colspan=\"2\">GR [gAPI]</th></tr><tr><td style=\"text-align:center;\" colspan=\"2\">1000.0488 : 1009.9548 : 0.1524</td></tr><tr><td><strong>index_unit</strong></td><td>m</td></tr><tr><td><strong>code</strong></td><td>None</td></tr><tr><td><strong>description</strong></td><td>Gamma-Ray</td></tr><tr><td><strong>log_type</strong></td><td>None</td></tr><tr><td><strong>api</strong></td><td>None</td></tr><tr><td><strong>date</strong></td><td>10-Oct-2007</td></tr><tr><td><strong>null</strong></td><td>-999.25</td></tr><tr><td><strong>run</strong></td><td>1</td></tr><tr><td><strong>service_company</strong></td><td>Schlumberger</td></tr><tr><th style=\"border-top: 2px solid #000; text-align:center;\" colspan=\"2\"><strong>Stats</strong></th></tr><tr><td><strong>samples (NaNs)</strong></td><td>66 (0)</td></tr><tr><td><strong><sub>min</sub> mean <sup>max</sup></strong></td><td><sub>74.87</sub> 109.108 <sup>134.61</sup></td></tr><tr><th style=\"border-top: 2px solid #000;\">Depth</th><th style=\"border-top: 2px solid #000;\">Value</th></tr><tr><td>1000.0488</td><td>111.2134</td></tr><tr><td>1000.2012</td><td>110.6463</td></tr><tr><td>1000.3536</td><td>102.9604</td></tr><tr><td>⋮</td><td>⋮</td></tr><tr><td>1009.6500</td><td>116.1571</td></tr><tr><td>1009.8024</td><td>121.8580</td></tr><tr><td>1009.9548</td><td>126.4625</td></tr></table>"
      ],
      "text/plain": [
       "Curve(mnemonic=GR, units=gAPI, start=1000.0488, stop=1009.9548, step=0.1524, count=[66])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr[1000:1010]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Curve` objects are just `ndarray`s, so we get lots of things for free..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12718.0000000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>78.9863535888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>37.0719153332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3.8940699100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>51.3325605393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>76.5569686890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>109.8330020900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>267.9404296900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     GR\n",
       "count  12718.0000000000\n",
       "mean      78.9863535888\n",
       "std       37.0719153332\n",
       "min        3.8940699100\n",
       "25%       51.3325605393\n",
       "50%       76.5569686890\n",
       "75%      109.8330020900\n",
       "max      267.9404296900"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.describe()  # Equivalent to get_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'samples': 12718,\n",
       " 'nulls': 0,\n",
       " 'mean': 78.9863535887685,\n",
       " 'min': 3.89406991,\n",
       " 'max': 267.94042969}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.get_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/matt/miniconda3/envs/welly/lib/python3.9/site-packages/welly/curve.py:412: FutureWarning: In a future version, DataFrame.mean(axis=None) will return a scalar mean over the entire DataFrame. To retain the old behavior, use 'frame.mean(axis=0)' or just 'frame.mean()'\n",
      "  return self.df.mean(axis=axis, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "m = np.mean(gr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GR    78.9863535888\n",
       "dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m  # Not really sure why this is a Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'GR'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.mnemonic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x864 with 1 Axes>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.data['GR_DESP'] = gr.despike(window_length=50, z=2)\n",
    "w.plot(tracks = [['GR', 'GR_DESP']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Slicing\n",
    "\n",
    "It's usually better to get a subset of the data with `to_basis()` (see below, _Getting a segment of the data_). But you can slice with indices too:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0668, 1939.1376)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.start, gr.stop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = gr[1000:1020]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1000.0488, 1000.2012, 1000.3536, 1000.506 , 1000.6584, 1000.8108,\n",
       "       1000.9632, 1001.1156, 1001.268 , 1001.4204, 1001.5728, 1001.7252,\n",
       "       1001.8776, 1002.03  , 1002.1824, 1002.3348, 1002.4872, 1002.6396,\n",
       "       1002.792 , 1002.9444, 1003.0968, 1003.2492, 1003.4016, 1003.554 ,\n",
       "       1003.7064, 1003.8588, 1004.0112, 1004.1636, 1004.316 , 1004.4684,\n",
       "       1004.6208, 1004.7732, 1004.9256, 1005.078 , 1005.2304, 1005.3828,\n",
       "       1005.5352, 1005.6876, 1005.84  , 1005.9924, 1006.1448, 1006.2972,\n",
       "       1006.4496, 1006.602 , 1006.7544, 1006.9068, 1007.0592, 1007.2116,\n",
       "       1007.364 , 1007.5164, 1007.6688, 1007.8212, 1007.9736, 1008.126 ,\n",
       "       1008.2784, 1008.4308, 1008.5832, 1008.7356, 1008.888 , 1009.0404,\n",
       "       1009.1928, 1009.3452, 1009.4976, 1009.65  , 1009.8024, 1009.9548,\n",
       "       1010.1072, 1010.2596, 1010.412 , 1010.5644, 1010.7168, 1010.8692,\n",
       "       1011.0216, 1011.174 , 1011.3264, 1011.4788, 1011.6312, 1011.7836,\n",
       "       1011.936 , 1012.0884, 1012.2408, 1012.3932, 1012.5456, 1012.698 ,\n",
       "       1012.8504, 1013.0028, 1013.1552, 1013.3076, 1013.46  , 1013.6124,\n",
       "       1013.7648, 1013.9172, 1014.0696, 1014.222 , 1014.3744, 1014.5268,\n",
       "       1014.6792, 1014.8316, 1014.984 , 1015.1364, 1015.2888, 1015.4412,\n",
       "       1015.5936, 1015.746 , 1015.8984, 1016.0508, 1016.2032, 1016.3556,\n",
       "       1016.508 , 1016.6604, 1016.8128, 1016.9652, 1017.1176, 1017.27  ,\n",
       "       1017.4224, 1017.5748, 1017.7272, 1017.8796, 1018.032 , 1018.1844,\n",
       "       1018.3368, 1018.4892, 1018.6416, 1018.794 , 1018.9464, 1019.0988,\n",
       "       1019.2512, 1019.4036, 1019.556 , 1019.7084, 1019.8608])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.basis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that the basis is updated to match the data retrieved by the slice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting and reading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GR'}, xlabel='gAPI'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr.plot(lw=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There's also an experimental 'imshow'-style 2D plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr.plot_2d(cmap='viridis_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 200.0)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr.plot_2d(cmap='viridis_r', curve=True, lw=0.3, edgecolor='k')\n",
    "plt.xlim(0,200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpolated values\n",
    "\n",
    "You can get values from anywhere on the log:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.1524000000000001"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "97.99112340886289"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.read_at(1001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[97.99112340886289, 116.81626549853009, 104.14886540398906]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr.read_at([1001, 1003, 1004])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Despike\n",
    "\n",
    "You can despike with a window length for the trend and a Z-score to clip at — the curve is compared to the median *in the window* using the standard deviation *from the entire curve*. Here's the difference:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x864 with 3 Axes>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.data['DESP'] = gr.despike(z=1)\n",
    "w.data['DIFF'] = gr - w.data['DESP']\n",
    "w.plot(tracks=['GR', 'DESP', 'DIFF'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changing basis\n",
    "\n",
    "You can easily upscale a bit by changing the step:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GR'}, xlabel='gAPI'>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gr.to_basis(step=5).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or take out a segment of the log:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GR'}, xlabel='gAPI'>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "newb = gr.to_basis(start=1207, stop=1215)\n",
    "newb.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GR'}, xlabel='gAPI'>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "silly = newb.to_basis(start=1205, step=2)\n",
    "silly.plot(marker='o')\n",
    "\n",
    "# Curve starts at 1207 m (see above); does not extrapolate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'DT'}, xlabel='us/ft'>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt = w.data['DT']\n",
    "dt.to_basis_like(newb.basis).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting a segment of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "segment = gr.to_basis(start=600, stop=680)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "680.0"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segment.basis[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=2)\n",
    "\n",
    "segment.plot(ax=axs[0], c='r')\n",
    "axs[0].axvline(80, c='c', alpha=0.7)\n",
    "segment.block(cutoffs=80).plot(ax=axs[1])\n",
    "axs[1].set_xlabel('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GR'}, xlabel='gAPI'>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "segment.plot(ax=ax)\n",
    "segment.block(cutoffs=(80, 120), values=(20, 100, 150)).plot(ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can use a cutoff of, say, 120 API, then reassign the output values to whatever you like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'GR'}, xlabel='gAPI'>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "segment.block(cutoffs=120, values=(2.718, 3.142)).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can send a function in to determine replacement values from the original log. E.g., to replace the values with the block means:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f54879a6d60>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "segment.plot(ax=ax)\n",
    "segment.block(cutoffs=80, function=np.mean).plot(ax=ax)\n",
    "plt.axvline(80, color='c', lw=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "&copy; 2022 Agile Scientific, CC BY"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "welly",
   "language": "python",
   "name": "welly"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
